{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "60b572e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5b51c2bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户</th>\n",
       "      <th>评论</th>\n",
       "      <th>评论时间</th>\n",
       "      <th>评论所在地</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>淋雨的铃芽</td>\n",
       "      <td>哇，你后面发的那个真的好像</td>\n",
       "      <td>2024-6-21</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>万有引力190601</td>\n",
       "      <td>第二季为什么没有第一季热度大呢</td>\n",
       "      <td>2024-6-21</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>实用的废物</td>\n",
       "      <td>直到他遇上了官话八级</td>\n",
       "      <td>2024-6-21</td>\n",
       "      <td>浙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>哇去，可以可以🌚</td>\n",
       "      <td>2024-6-20</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>呜呜呜，刚看完动漫还没开始看漫画就被虐的哇哇叫[流泪]俺主贵的少卿大人啊，陈拾铲屎官去哪了啊...</td>\n",
       "      <td>2024-6-20</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>少卿大人最后怎样了[流泪]</td>\n",
       "      <td>2024-6-20</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>亦姬-</td>\n",
       "      <td>少年游</td>\n",
       "      <td>2024-6-20</td>\n",
       "      <td>浙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>还有雪王🌚</td>\n",
       "      <td>2024-6-16</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>漫画还没看，问一下猫爷最后的结果咋样？[惶恐]没有死吧？[心碎]</td>\n",
       "      <td>2024-6-16</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>羊羊羊羊羊羊羊羊羊_Trmw</td>\n",
       "      <td>本来看完动画想再用漫画续的，但你们这么一说[生病]</td>\n",
       "      <td>2024-6-16</td>\n",
       "      <td>河南</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               用户                                                 评论  \\\n",
       "0           淋雨的铃芽                                      哇，你后面发的那个真的好像   \n",
       "1      万有引力190601                                    第二季为什么没有第一季热度大呢   \n",
       "2           实用的废物                                         直到他遇上了官话八级   \n",
       "3  羊羊羊羊羊羊羊羊羊_Trmw                                           哇去，可以可以🌚   \n",
       "4  羊羊羊羊羊羊羊羊羊_Trmw  呜呜呜，刚看完动漫还没开始看漫画就被虐的哇哇叫[流泪]俺主贵的少卿大人啊，陈拾铲屎官去哪了啊...   \n",
       "5  羊羊羊羊羊羊羊羊羊_Trmw                                      少卿大人最后怎样了[流泪]   \n",
       "6             亦姬-                                                少年游   \n",
       "7  羊羊羊羊羊羊羊羊羊_Trmw                                              还有雪王🌚   \n",
       "8  羊羊羊羊羊羊羊羊羊_Trmw                   漫画还没看，问一下猫爷最后的结果咋样？[惶恐]没有死吧？[心碎]   \n",
       "9  羊羊羊羊羊羊羊羊羊_Trmw                          本来看完动画想再用漫画续的，但你们这么一说[生病]   \n",
       "\n",
       "        评论时间 评论所在地  \n",
       "0  2024-6-21    北京  \n",
       "1  2024-6-21    新疆  \n",
       "2  2024-6-21    浙江  \n",
       "3  2024-6-20    河南  \n",
       "4  2024-6-20    河南  \n",
       "5  2024-6-20    河南  \n",
       "6  2024-6-20    浙江  \n",
       "7  2024-6-16    河南  \n",
       "8  2024-6-16    河南  \n",
       "9  2024-6-16    河南  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqy = pd.read_csv('少卿游评论.csv',encoding='utf-8')\n",
    "#显示前10行\n",
    "sqy.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a0a6fcfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2000 entries, 0 to 1999\n",
      "Data columns (total 4 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   用户      2000 non-null   object\n",
      " 1   评论      2000 non-null   object\n",
      " 2   评论时间    2000 non-null   object\n",
      " 3   评论所在地   1063 non-null   object\n",
      "dtypes: object(4)\n",
      "memory usage: 62.6+ KB\n"
     ]
    }
   ],
   "source": [
    "sqy.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "64d59ba2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 转换评论时间为日期格式\n",
    "sqy['评论时间'] = pd.to_datetime(sqy['评论时间'])\n",
    "\n",
    "# 1. 统计评论次数最多的10个用户\n",
    "top_users = sqy['用户'].value_counts().head(10)\n",
    "#设置matplotlib显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "#设置画布大小\n",
    "plt.figure(figsize=(12, 6))\n",
    "#画图 kind是选择画什么图\n",
    "top_users.plot(kind='bar', color='skyblue')\n",
    "#图的标题\n",
    "plt.title('评论数最多的前十个用户')\n",
    "#图例\n",
    "plt.xlabel('用户')\n",
    "plt.ylabel('评论数量')\n",
    "#生成网格，只画纵坐标的线\n",
    "plt.grid(axis='y')\n",
    "#横坐标旋转45度\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "eeacde72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2024-06-21\n",
       "1       2024-06-21\n",
       "2       2024-06-21\n",
       "3       2024-06-20\n",
       "4       2024-06-20\n",
       "           ...    \n",
       "1995    2021-03-05\n",
       "1996    2021-03-05\n",
       "1997    2021-03-05\n",
       "1998    2021-03-04\n",
       "1999    2021-03-04\n",
       "Name: 1, Length: 2000, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqy['1'] = sqy['评论时间'].dt.date\n",
    "sqy['1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7da365b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mTRg9erQj3osuugiPPvqoRetvmpqL53339vZi+vTp+POf/+z7OQkhhJCooOBNCCGE+GD27NnYvHmz8vfHHnsMn/70p/H222/DMIzc9X/+85+47LLL8Nxzz+G8887Dtddem3NGZnLGGWegvb0dc+fOxaRJk/DZz34WX/jCF3DYYYchk8kAAI444gjLPZ/97Gel+Vi+fDkAoLGx0XL9+uuvR1VVFf70pz/lTLtFxDzL6Ovrw8MPP4yGhgb89a9/xSGHHAIASCaTeO655/Daa6/lFgNWrVqFr3/96/jYxz6Gu+++OxdHbW0t9t9/f9xxxx1oamrCXXfdhUWLFuGxxx5DZ2cnzjrrLMydOxfLli3DRz/6UfzjH//IWQaYXHvttbkjxUwuv/xyrF69GvPnz89dGxgYQF9fn+szEUIIIXFDwZsQQgjxQXV1de4oMZHu7m7ss88+ePfdd/H5z3/eoqW96667cNppp2HPPffEvffei5NPPlkZ//HHH4+XXnoJV199Nf74xz/i4osvBoCc8Lhq1arcnusvfvGLuaPFgKwjsXnz5mHbtm1YsGAB9t13X7S1tVni//73v4/jjz8eJ554ojT9vr6+nJAvo6amBnfccQf23Xdfi0Z+zpw5+POf/4x99903dy2RSGD//ffHj3/849y1BQsW4LbbbsM//vEPnH766XjppZfQ3NyMfffdFxdddBG+9a1v4Uc/+hG+8pWvYNu2bTjxxBMxY8YM3HrrrTj99NMBZE3Khw8fnjNNN+nu7kYmk8HkyZMdz9TV1YUnn3ySx4oRQggpCgnDa2mbEEIIIVo88MADGDVqFGbMmOH47aGHHsIxxxzjy8O2uEf8gw8+wDXXXIMrrrgCzc3NAIBHHnkEPT09OOGEE3L3HH300Vi7di2OOeYYfPvb3/b0km6ntrYWP//5z/HlL3/Z1326vPLKK7jjjjtwzjnnWJy29ff346qrrsJZZ52FSZMm5a6n02nceOONOPvssx0WAoQQQki5QMGbEEIIIYQQQgiJER4nRgghhBBCCCGExAgFb0IIIYQQQgghJEYoeBNCCCGEEEIIITFCwZsQQgghhBBCCImRijtOLJPJ4P3338fIkSORSCSKnR1CCCGEEEIIIRWIYRjYtm0bxo0bh2TSXaddcYL3+++/j/Hjxxc7G4QQQgghhBBChgDvvvsudt11V9cwFSd4jxw5EkD24RsaGoqcm/Klv78fDz30EI477jiemxohLNd4YLlGC8szHliu0cMyjRaWZzywXKOHZRo9LNNgbN26FePHj8/JoG5UnOBtmpc3NDRQ8A5Bf38/6uvr0dDQwMYXISzXeGC5RgvLMx5YrtHDMo0Wlmc8sFyjh2UaPSzTcOhscaZzNUIIIYQQQgghJEYoeBNCCCGEEEIIITFCwZsQQgghhBBCCIkRCt6EEEIIIYQQQkiMUPAmhBBCCCGEEEJihII3IYQQQgghhBASIxS8CSGEEEIIIYSQGKHgTQghhBBCCCGExAgFb0IIIYQQQgghJEYoeBNCCCGEEEIIITFCwZsQQgghhBBCCIkRCt6EEEIIIYQQQkiMUPAmhBBCCCGEEEJihII3IYQQQgghhBASI0UVvDds2ICJEydi9erVuWt//etfsccee6CqqgoHHXQQli9fXrwMEkIIIaRkSWcMvNmVwP0vd2Lxyo1IZ4xiZ4kQQgiRUlWshDds2IATTzzRInSvXLkSZ555Jm644QYcddRRuOCCC/DFL34RTzzxRLGySQghhJASZOHSTlz1t1exdmsKWPYKAKC9sQ5XzpmCjqntRc4dIYQQYqVoGu9TTz0Vp59+uuXa8uXL8cMf/hCf+tSnMHbsWJx33nl44YUXipRDQgghhJQiC5d24rz5S7B2a6/l+tquHpw3fwkWLu0sUs4IIYQQOUXTeN90002YOHEiLrzwwty1E0880RLm9ddfx5577lnorBFCCCGkRElnDMy7fxlkRuUGgASAefcvw6wpbUglEwXOHSGEECKnaIL3xIkTXX/v6+vDT3/6U1x88cWu4Xp7e9Hbm1/x3rp1KwCgv78f/f394TM6RDHLjmUYLSzXeGC5RgvLMx5YrtHw9KpN6OzqUf5uAOjs6sHiFetw2MTmwmWsAmAdjQeWa/SwTKOHZRoMP+WVMAyjqJ5IEokEVq1ahQkTJliuX3bZZXjggQfw7LPPorq6Wnn/VVddhXnz5jmu33HHHaivr486u4QQQggpIs9vSOD2N1Oe4T63ZxoHt9LZGiGEkPjo7u7G6aefjq6uLjQ0NLiGLUnB++GHH8YnP/lJPPXUU5gyZYrr/TKN9/jx47FhwwbPhydq+vv7sWjRIsyaNct14YP4g+UaDyzXaGF5xgPLNRqeXrUJc295zjPc/LMOocbbJ6yj8cByjR6WafSwTIOxdetWtLa2agneRTM1V7Fq1SqcdtppuO666zyFbgCora1FbW2t43p1dTUrTQSwHOOB5RoPLNdoYXnGA8s1HDMnj0F7Yx3WdvVI93knALQ11mHm5DHc4x0Q1tF4YLlGD8s0elim/vBTVkU9x9vOzp07ceKJJ+ITn/gETj75ZGzfvh3bt29HkZXyhBBCCCkRUskErpwjX5g3xewr50yh0E0IIaSkKCnB+6GHHsKyZctw0003YeTIkbn/b7/9drGzRgghhJASoWNqO66fOw0jaq17vdsa63D93Gk8x5sQQkjJUXRTc1Gb/YlPfILabUIIIYR40jG1HS+9uxnX/2cVAODOs2dg+sRmaroJIYSUJEUXvAkhhBBCgpBAXsieOamliDkhhBBC3CkpU3NCCCGEEEIIIaTSoOBNCCGEkLLEkPo1J4QQQkoPCt6EEEIIIYQQQkiMUPAmhBBCCCGEEEJihII3IYQQQsoTWpoTQggpEyh4E0IIIYQQQgghMULBmxBCCCFlCRXehBBCygUK3oQQQggpSwxK3oQQQsoECt6EEEIIIYQQQkiMUPAmhBBCCCGEEEJihII3IYQQQsoSg7u8CSGElAkUvAkhhBBCCCGEkBih4E0IIYQQQgghhMQIBW9CCCGElCX0ak4IIaRcoOBNCCGEkLKEcjchhJBygYI3IYQQQgghhBASIxS8CSGEEFKWGLQ1J4QQUiZQ8CaEEEIIIYQQQmKEgjchhBBCCCGEEBIjFLwJIYQQQgghhJAYoeBNCCGEEEIIIYTECAVvQgghhJQl9K1GCCGkXKDgTQghhJCyhHI3IYSQcoGCNyGEEEIIIYQQEiMUvAkhhBBSlvAcb0IIIeUCBW9CCCGEEEIIISRGKHgTQgghhBBCCCExUlXsDBBSLNIZA8+s2oR123owZmQdpk9sRiqZKHa2CCGEaOJmaO63j+eYQAghJE4oeJMhycKlnZh3/zJ0dvXkrrU31uHKOVPQMbW9iDkjhBCii2qLt98+nmMCIYSQuKGpORlyLFzaifPmL7FMsABgbVcPzpu/BAuXdhYpZ4QQQsLit4/nmEAIIaQQUPAmQ4p0xsC8+5dJzRPNa/PuX4Z0hp5yCSGk1LH31H77eI4JhBBCCgUFbzKkeGbVJodWQ8QA0NnVg2dWbSpcpgghhESC3z6eYwIhhJBCQcGbDCnWbVNPsIKEI4QQUjr47eM5JhBCCCkUFLzJkGLMyLpIwxFCCCkiNu9qfvt4jgmEEEIKBQVvMqSYPrEZ7Y11UB0Qk0DWk+30ic2FzBYhhJAI8NvHc0wghBBSKCh4kyFFKpnAlXOmSH8zJ15XzpnCs1sJIaQMsLs8E/t4ey8u6+M5JhBCCCkUFLzJkKNjajuunzsN1baJVFtjHa6fO41nthJCSJkgO8fb7OPbGq3m4ao+3gxfU5XUCk8IIYQEoarYGSCkGHRMbcfebSuw9P2tAIA7z56B6RObqdUghJAKoGNqO2ZNacOkby3IXXv80mOUfXzH1HbM3OMd/OeNDQA4JhBCCIkeCt5k6CLMp2ZOailePgghhATCkJ7AncUuNHsJ0YlE/neOCYQQQqKGpuaEEEIIIYQQQkiMUPAmhBBCCCGEEEJihII3IYQQQsoSmXO1oHA3NyGEkDih4E0IIYQQQgghhMQIBW9CCCGElCURKrwJIYSQWKHgTQghhJCyJEpTc0IIISROKHiTIQsnbIQQQgghhJBCQMGbEEIIIUMe8RxvQgghJGooeBNCCCGkTKHpEiGEkPKAgjchhBBCCCGEEBIjFLwJIYQQQgghhJAYoeBNhix0rkYIIeUN+3FCCCHlAgVvQgghhJQllLsJIYSUCxS8CSGEEEIIIYSQGKHgTQghhJCyJEpTcx4mRgghJE4oeJMhC00UCSGEEEIIIYWAgjchhBBCyhKDS6iEEELKBAreZMhCs0JCCCGEEEJIIaDgTYYs1JMQQgghhBBCCgEFb0IIIYSUJZE6V6MZFCGEkBih4E0IIYSQskSUu40opXBCCCEkYih4E0IIIaTsodxNCCGklKHgTYYs1I4QQkiZw36cEEJImUDBmxBCCCFlT3gRnJu8CSGExAcFb0IIIYSUPbRiIoQQUspQ8CaEEEJIWUJZmxBCSLlAwZsQQgghZYmh+EwIIYSUGhS8CSGEEFL2UPtNCCGklCmq4L1hwwZMnDgRq1evzl1bunQpDj30UIwaNQpf//rXuWeLEEIIKUPSGQOLV27EfUvW4LePvYX7XngPi1duRDoT3bgumyKY6f71xfd8xZWgbzVCCCExUlWshDds2IATTzzRInT39vZizpw5OP7443HXXXfhK1/5Cm699VaceeaZxcomIYQQQnyycGkn5t2/DJ1dPY7f2hvrcOWcKeiY2h5pmgYM13QJIYSQYlI0jfepp56K008/3XLtgQceQFdXF372s59h0qRJ+MEPfoDf/va3RcohIYQQQvyycGknzpu/RCn8dnb14Lz5S7BwaWek6T64dK1rulGnRwghhPihaIL3TTfdhK985SuWay+99BJmzJiB+vp6AMABBxyAZcuWFSN7ZAjAXQyEEBIt6YyBefcv03J0Nu/+ZaHNzg0hpR8sWO6abhTpEUIIIUEpmqn5xIkTHde2bt1quZ5IJJBKpbB582aMGjVKGk9vby96e3stcQBAf38/+vv7I8710MEsu0ouQ9F/QKGecyiUazFguUYLyzMehkK5Pr1qk5aZt4Gs5nvxinU4bGJz4PQygiC9dmuvS0iN9IowJpQaQ6GOFgOWa/SwTKOHZRoMP+VVNMFbRlVVFWpray3X6urq0N3drRS8r7nmGsybN89x/aGHHsppzklwFi1aVOwsxMa2bSkAWW86CxYsKGjalVyuxYTlGi0sz3io5HJ9fkMCQEo7/EOPPY2Ny4NroTs7k/BjvOeW3tq1+bgKPSaUGpVcR4sJyzV6WKbRwzL1R3d3t3bYkhK8m5ubsXTpUsu1bdu2oaamRnnPZZddhosvvjj3fevWrRg/fjyOO+44NDQ0xJbXSqe/vx+LFi3CrFmzUF1dXezsxMJ1K59E587tAIDZs2cXJM2hUK7FgOUaLSzPeBgK5dqyahNuf/M57fDHHXFYKI33g1tfBDauiyS9+ze/gFc2rwdQuDGh1BgKdbQYsFyjh2UaPSzTYJjW1jqUlOB96KGH4qabbsp9X7VqFXp7e9HcrB6Ua2trHVpyAKiurmaliYBKLseEcHZMoZ+xksu1mLBco4XlGQ+VXK4zJ49Be2Odp7l5AkBbYx1mTh6DVDL4OV6JZF7bPbahFuu29ir3ebd7pJcU4qrU96NLJdfRYsJyjR6WafSwTP3hp6yKeo63nSOPPBJbt27F7373OwDAD37wAxx77LFIpfTN1gjRxdBy/0MIIUSXVDKBK+dMgY4ofeWcKaGEbgAQu/Fvzd43/vQIIYSQgJSU4F1VVYWbb74Z559/PlpbW/HXv/4VP/rRj4qdLUIIIYRo0jG1HdfPnYb2xjrp7+2Ndbh+7rTIz/E+dt+xuH7uNNRWyac2UadHCCGE+KHopuaG7Uynk046CStXrsTzzz+PGTNmoKWlpUg5I4QQQkgQOqa2Y9aUNkz6ltVJ2Z1nz8D0ic2xaJ6NwXQPn/QuHn59feTxE0IIIWEouuAto62tDR//+MeLnQ1CCCGEBEQmXM+cFO1iumzLkOi/ww8BbyOEEEK0KClTc0IIIYSQINgt6AghhJBSgoI3IYQQQsoSUdam2E0IIaSUoeBNCCGEkLKEwjYhhJBygYI3GbLQKpEQQioH9umEEEJKGQrehBBCCCl/QgreCa3TxwkhhJBgUPAmhBBCSFlCh2qEEELKBQrehBBCCCl7ZEeLEUIIIaUCBW9CCCGElD1UfhNCCCllKHiTIQvnaIQQUt6wHyeEEFIuUPAmhBBCSFnCc7wJIYSUCxS8CSGEEFL20NEaIYSQUoaCNyGEEEKGPAmeJkYIISRGKHiTIQu1I4QQUt6I/Th7dEIIIaUMBW9CCCGElCUUtgkhhJQLFLzJkCVBu0JCCClrLM7VKIUTQggpYSh4kyELTc0JIaS8MWBIPxNCCCGlBgVvQgghhJQlUa6f0giKEEJInFDwJoQQQkhZYhG8qfAmhBBSwlDwJoQQQkhZYjU1J4QQQkoXCt5kyMJJGiGElDd01UEIIaRcoOBNCCGEkLLEYmkeUghPgJu8CSGExAcFb0IIIYSUJZbjxGjHRAghpISh4E0IIYSQsoTCNiGEkHKBgjchhBBCyhNR400ZnBBCSAlDwZsMXThJI4SQsiZj0Ks5IYSQ8oCCNyGEEELKkkiFbfpWI4QQEiMUvAkhhBBSllicq9HWnBBCSAlTVewMEEIIIaSySGcMPLNqU+zxb9jel7vmJXeb96zb1oMxI+swfWIzUkmquQkhhBQGCt5kyELdCCGERM/CpZ2Yd/8ydHb1FDT+/7yxHnNn7K687yM/ethyT3tjHa6cMwUdU9tjySchhBAiQlNzQgghhETCwqWdOG/+EqXQvXBpZ2zxX/6Xpa7x2+9Z29WD8+Yvyd1D3TchhJA4oeBNCCGEkNCkMwbm3b/M1Zpo3v3LkM4EszfSjT+judfbDGXmiVZQhBBC4oSCNyGEEEJC88yqTZ7m5Z1dPYH3fuvGv6W7XztOI2SeCCGEEF0oeBNCCCEkNOu26e3p1g0X9L6+dCZQ3DQ1J4QQEicUvMmQhUfPEEJIdIwZWRdpuKD31ab8T22C5okQQgjRhYI3IYQQQkIzfWIz2hvrXDXH7Y3ZY7zijL+pvlo7zkTIPBFCCCG6UPAmhBBCSGhSyQSunDPFNcyVc6YEPjtbN/5EQi9+M1SYPBFCCCG6UPAmhBBCSCR0TG3H9XOnYVR9jfL3KOKvrXJOX+adtJ9r/GNG1lq+tzXW4fq503L36ArshBBCSBAoeBNCCCEkMjqmtuNnnzow1viP2LPVcV12TeTP53049/mWzx+Cxy89JvRCACGEEKILBW9CCCGEREoyZtNtmXbay12maE4+fY8WmpcTQggpKBS8CSGEEFJWUGQmhBBSblDwJkMWHiZGCCHliWw7ttcJkezzCSGEFBMK3oQQQggpKxJSnbe+aG1IpHRq0QkhhMQJBW9CCCGElBVBHJCLt1D7TQghpNBQ8CaEEEJI2UNTc0IIIaUMBW9CCCGElBXSPd4+7vcS0gkhhJCooeBNhiyceBFCyBDFSzvOAYIQQkjEUPAmhBBCSFkhc67maWpOYZoQQkgRoeBNCCGEkLLH8OPV3CMsZXRCCCFRQ8GbEEIIIeVFAK/mXsK0uG+ccjchhJCooeBNhix+tCOEEEJKGz9aapqlE0IIKTQUvAkhhBBSEKISaAMovK35iCQXhBBCiD4UvMmQReachxBCSHzEqUiOMm4K5oQQQqKGgjcZstDUnBBCCktUvW5CcpC3L+dqHlI6Lc0JIYREDQVvQgghhBSEUjY1T1h+p+RNCCEkWih4kyELNRqEEFJYotN4S+L2dJimHz/HB0IIIVFDwZsQQgghBaGYAq2oxaZgTQghpNBQ8CaEEEJIQYjKhDuIqbkobNOUnBBCSKGh4E0IIYSQglBMr+ZeSYsO26gRJ4QQEjUUvAkhhBBSEKISaIN4NTesKm/3sNSIE0IIiRgK3oQQQggpCMUUaA3FZ0IIIaQQUPAmhBBCSEGITOMdIG56NSeEEFJMKHiTIQsnVoQQUlji7Ha949b3as7hgRBCSNRQ8CaEEEJIQTDiVHl7pi18lojWCUtYit6EEEKihYI3IYQQQgpCVOJsQiJ5U1gmhBBSylDwJoQQQkhBiM6ruSRur7R95IMiPCGEkKih4E0IIYSQghCVVjqApTmdqxFCCCkqFLwJIYQQUhDiFGi9tdiCczVZAMsm7yhyRAghhOQpScH75ptvxvjx41FfX4+PfvSjeOutt4qdJUIIIYSExACQzhhYvHIj/vrie1i8ciPSGf9SrszUvH8gjcUrN2Lt1h552qJzNZmUTmGbEBICt74tin6PlD9Vxc6AnZUrV+K73/0u/vrXv6K1tRXz5s3DGWecgUcffbTYWSOEEEJICP61/AP8bNEb6OzKC8ftjXW4cs4UdExt145nzeadjmun3/w03OayvkzNKYUTQnywcGkn5t2/TNq3AVD+5qffI+VPyWm8X3jhBcyYMQPTpk3DbrvthrPOOgsrVqwodrYIIYQQEpKv/+lly+QTANZ29eC8+UuwcGmnVhwLl3biyZUbHde9FEiG1zneghade7wJIbosXNqJ8+YvkfZt585fgnMVv/np90hlUHKC95QpU/Dwww/jxRdfRFdXF379619j1qxZxc4WqUB49AwhhBQfsyeed/8yT/PLdMbAvPuXBUvHl8abEEK8MfskWZ/h1o/46fdI5VBypuZTpkzBf//3f+NDH/oQAGDixIl4+umnleF7e3vR29ub+75161YAQH9/P/r7++PNbAVjll0ll6HYzRXqOYdCuRYDlmu0sDzjYSiVa3pgwFd4A0BnVw8Wr1iHwyY2K8M9vWqTQ3Oky4CQp/4B5xzByGTyv/f3o78/iO/08mYo1dFCwnKNnlIp0zB9km6/VyhKpUzLDT/llTBKTO33zDPP4OSTT8a9996LffbZBz/+8Y/x0EMP4ZlnnkFC4k3lqquuwrx58xzX77jjDtTX1xciy6RMufL5FLb0ZevUtTP9TRIJIYSoWb4lgRuWp3zf97k90zi4VT0teX5DAre/6T9eAPja/gP4yStZfcN3PjSA1jrr7/NXJPHs+qwh4PcPGcCI6kDJEEKGEGH6JBOvfo+UNt3d3Tj99NPR1dWFhoYG17AlJ3h/9atfRTKZxE9/+lMAWXPglpYWPPzwwzjooIMc4WUa7/Hjx2PDhg2eD0/U9Pf3Y9GiRZg1axaqqytz9nHkTx7NrVK++b3jCpLmUCjXYsByjRaWZzwMpXJ97M0NOOv2Jb7vm3/WIZ4a77m3PBcoT/eeexhOuSFrQffPr34EuzdbF+e/ce9S3PfC+wCApy49Ci0jagOlU84MpTpaSFiu0VMqZRqmTzLx6vcKRamUabmxdetWtLa2agneJWdqnslksGHDhtz3bdu2obu7G+l0Whq+trYWtbXOwbG6upqVJgIquRxF+4lCP2Mll2sxYblGC8szHoZCuaaq/E0vEgDaGuswc/IYpJJqE++Zk8egvbEukGlnlZCn6qoqxzsQrepSVZX/jtwYCnW0GLBco6fYZWr2SWu7enz7htDt9wpNscu03PBTViXnXO2II47Avffei5///Oe444478MlPfhJtbW044IADip01QgghhESMOd28cs4Uz8lnKpnIHc/jF+s53oGiIIQQC259kltv5qffI5VDyQne//Vf/4VvfvOb+L//+z+cccYZ2LJlC+677z6uvBBCCCFlzvdPnopR9dbxvK2xDtfPnaZ9nm3H1HYcsWer77QNxWfZRZ7jTQjRpWNqO66fO80haLc11uGGudNww9xpGFFb5fjNT79HKoOSMzVPJBL4zne+g+985zvFzgqpcDitIoSQwnLUXqPR3lCHs27L7om88+wZmD6x2bfGZ7dm/85Tfbm04QBBCPFBx9R2jKhNYVtvdmusvW9b3rkN1/7rTXxofBO+0bFPoH6PlD8lJ3gTQgghpDIxDCApTDZnTmopXNqWfDgla0+NOCGEuCD6ibD3beZP40YNK2i/R0qLkjM1J4QQQkhlEtXeasnpor7SpmBNCCkkZv9TYodJkQJDwZsQQgghBaG4e6fd0xYnxJwbE0KixOxSMpmiZoMUGQrehBBCCCkIkWm8Xf0Fe6cty4fV1JySNyEkQgY7nQxX9YY0FLzJkIV9HyGEFBYD1n2QhU5b9c0RluMDISRCchpv9i1DGgrehBBCCCkIUe1vDLvHO8jvhBASlHz/wo5mKEPBmxBCCCEFIaopZxCduZ893JwaE0KixNy+Qo330IaCNyGEEEIKQnRezaM3V/c6bowQQoJidinc4z20oeBNhix0nkMIIYXGCKStjiZl+WdpWA4PhJAI4R5vAlDwJoQQQkjEqDTGxZx0eno1p7RNCIkZ9jNDGwreZMgS5DgaQgghwTGMaEy6AzlX8/JkHignhBDiDU3NCUDBmwxhaGpOCCHxoOpd7f1uQeegosabx4kRQgqI2eewbxnaUPAmhBBCSLQoJpeGYfVIHnQOGsRiyappdw/AhVlCSKRQ401AwZsMYdj3EUJIYbH3u0FNzYMIxn6S4vhACIkSOlcjAAVvQgghhESMSjB2mJoHjT/AjWLaUudq1HITQmLCXGSkc7WhDQVvQgghhESKam7p1HjHnxdZWnS0RggpJHnnasXNBykuFLwJIYQQUhAcgndAETeI1sjP2d3UShFCosTsUdi3DG0oeBMCdoSEEBIlSo03DMtRYEG73iC3if28/BzvcPETQogKarwJQMGbEEIIIRGjPE6Mk05CyBAkf5wYO8GhDAVvQsDJICGEFAJ7VxtY4x3IuZrX7+4acUIICQo13gSg4E2GMOz7CCEkHlRanai0PYH2hlv2cPsITAghEcFzvIc2FLwJAadYhBASJUpTcwAJJITvQZ2rBcmTIf0si5NzY0JIHFDjPbSh4E0IIYSQgmAY0Zh0B3OuFiwtQggJC8/xJgAFb0IAsCMkhJAoUXephsu3KOLXu0fq1VzxmRBCwpI/Tqyo2SBFhoI3IeAkixBCokXeq9rNLIMveoY7x1t2N03NCSFxkXeuxs5lKEPBmwxZ2PcRQkhhMQz7Hu/g8fi/R/+moHvPCSFEhtmnUPAe2lDwJgQUwgkhJEpUfapd+C3WcWJyIZwDASEkHswuh/PNoU0gwfvSSy9V/vbb3/42cGYIIYQQUrk45pyBnasFMDX3cQsnx4SQKDG7FGq8hzZVQW76z3/+47i2ePFiHHroobjpppvwhS98IXTGhhrpjIFnVm3Cum09GDOyDtMnNiOVTHjfGFM8hSbqfPuNr1hmheX6vgghxA1Vj5pOG1jWuTX3fSCTcY1H1UcGm7sakk/5NDq7evK/c25MCImQnMbbdp3zwKGFluA9YcIEDBs2DAMDA/h//+//YdSoUfjlL3+JSy+9FKlUCh/96EfR2dmJRx99FCNHjow7zxXHwqWdmHf/Msug395YhyvnTEHH1PaCx1Noos63fnzFnVmV6/sihBAvVILrBXe9gE07+nLfZ1/7GOZ9Yj9pn+fWR0aVP1kaAPD4ivWYMq4hdDqEEJLFuceb88Chh5apeXt7OxoaGvC///u/6OrqQnV1NQzDwG9+8xvss88+mDp1KmpqalBfXx93fiuOhUs7cd78JY5Bf21XD86bvwQLl3YWNJ5CE3W+g8ZXaO3Gg69+UJbvixBCwiAK3QCwbluvtM/z6svXbN7pO217P69KAwB+sOA19sOEkMjIeTUfNPIp13k7CYeW4F1XV4fa2lqMGzfOcn3kyJGoqqpCVVUgi/UhTzpjYN79y+THmgz+nXf/MqTt56/EFE+hiTrf5VIOGQO4esFrJZ9PQggJiu72HVmfp9OXv/julgB5ypPOZJRpmLAfJoREjWEYZTNfJdETyqt5b28vDMPAwMAAMpkMuru7Q5zJOfSw7ymzYwDo7OrBM6s2FSSeQhN1vsulHFZuTWDt1l7l76WST0IICYovR2aw9nk6ffnO/nSoPC17f6trGgD7YUJIdOTP8S6f+SqJnsCqasMwcPbZZ6OnpwevvPIKBgYGsPvuuyOZ5Alluqzb5j7o64aLKp5CE3W+w4Qr5HrR1n69cKX2vgghJE7MPi+uvk/Uwm/p1uuI2Q8TQqLA7H8MGGU7byfhCSwlJxIJ3H777Zg2bRouvvhiHHzwwVi/fj0OOOCAKPNX0YwZWRdJuKjiKTRR57tcyqGhWi9csfNJCCFBCbKWafZ5cfV9otVmU71eR8x+mBASBaLGu1zmqyR6QqunEwm6vA/K9InNaG+sg6oEE8h6N5w+sbkg8RSaqPMdJr5CHic2qcFAW0Nt2b0vQgjRxc+2M3ufp9OXD6v2P30R87RPW4NrGgD7YUJIdJi9j2EYZTtvJ+HRGrm2bNmCrq4uLFmyxHL9rbfewo4dO7Bzp3/vogRIJRO5Y1Hsjc/8fuWcKZ7n+Ynx2PETT6GJOt9+y7NY7giSCeDy2ftIfyvl90UIIXEh9nk6ffnUXRp9pyH2+UmX8UeWJ0IICYOo8S7XeTsJj5bg3dTUhPb2dtx7773Yfffd0d3djYaGBtx4443o7+/Hpk2b0NfXhw0bNsSd34qjY2o7rp87DW2NVnOStsY6XD93mvY5fmY8w2tToeIpNGa+W0fUWK4HzXfQ8iy0EH78fmNx/dxpjuul/r4IISRKxjbUSvs8r768vXGY77TE83MNw8ilITPcu7RjH/bDhJDIMC0rzX7I7H+ahlm3vXAeWNloOVd75JFHLN9/+ctf4owzzsAZZ5yRu/b0009jxIgR2LJlS5T5GxJ0TG3HrCltmPStBQCAwye14PYvHOZ7patjajteWrMF1//7LQDAnWfPwPSJzSW/YtYxtR27NQ/H7F88BgD4/VnT8eHJrYHzbZbn0T/5N97Z1I2vfGwyLvzYXiVXDvZOtVzeFyGEeKG7mHnveYdjl1FyIdo+Nl507J644Jg9kUom8I9X1vrOk7jH2/zYMbUdDXVV6No5YAk7c1KL7/gJIURJ7hzvfEfUMbUdO/vS+Oo9LwHgPHAoEMir+eGHH+64dthhhwEAvvvd74bL0RBFbGSjR9YGbnSpRN6IoZwmDuLzTt8jfKeTSiZQX5PV/k8aPcIzvlI4BK+c3hchhESB10EoYs89ecwIYauQ/15bfY9zfODRqISQKDFsf02SwvyU88DKJ5BztV/84hfK30444YTAmSFZhqLDOvGRo57v6MTHSRYhhESHrsNKr65XNA/PhOymxbSsn50Rc0QghESJ2c9wujm08SV49/f34+qrr3YN86c//QmbNvHA92JRCTJ71J1SRhEh+z5CCIkH3X7cK5gobIsmmkH6b3ExwPpZEpYDBCEkQswuxT4nZV8ztPBlap5KpfCjH/0I69atw7hx47DXXnvhwx/+MNra2gAAr7/+Os4++2zceeed6OjoiCXDxJ0KkLsjO9pL9CDpnSYhhJBSw6rxlmzS9hVXBBkihJAQqJRBZGjgS+OdTCYxbNgwTJkyBd3d3bj33nsxc+ZMTJs2Db/85S9x7LHH4tJLL6XQXUwqQOUdVZ+U8yDJ2RYhhBQUbY23R0CVqXmQBVpLUqrP7hcJISQQfpRBpHLR0ng/+OCDmDRpEiZPnowRI0bg3HPPzf22bt06nH766bjwwgtx9NFH45vf/GZsmSVDg6j6pHwn5x0jFyAJIaTweO/xFj+Lx4H5T8vPtiOOCYSQKDEcH8hQREvjfeONN+Lggw/G7rvvji1btuCWW27Bt7/9bXz0ox/FYYcdhunTp2PVqlWoqanBj3/847jzXPGE0VmXq75bzHfUjs5Uq4t0qEYIIfEQVe9q0XhnwgneYp9vKK7LfieEkLCY/QxNzYc2Whrve++9F5lMBv/+97/xxz/+Eddccw1Wr16Nb3zjG/j3v/+dC3fHHXfggAMOwJw5c7DvvvvGlWfiQgVYmken8R78m9Zyax5RooQQQrQXNr2CGZn857RFcPbfaVtM1dnnE0IKiMq5GhlaaGm8v//97+MHP/gB3nzzTfT29uKFF17A6aefjpqaGpx//vl45plnYBgGPvvZz+KSSy7Bk08+GXe+iYJEmeq84zhOLH90gzxC8di2qBy6EUII0cer702r9niH1Hhb8yAL6z9+QghRwj3eBJoa7zPPPBM333wzli9fjpqaGvzP//wPZs2ahYsvvhiNjY148sknYRgG9thjD1x00UUxZ3kIUJ6yc2REZQKeW11U9HI0NSeEkHjQ7V39nOOtMhXXReWcTZYHjg+EkCix9jmGRflDhg5aGu+f/OQn6O7uxvvvv49nn30Wo0ePxoYNG7Bjxw60tLRgyZIl2GOPPfDSSy9hw4YNceeZuFAJ7Tj6c7wLnyYhhAxpIjvHOx9iIB2dczVDIYTr5osQQvwg9jlhT2gg5YuW4D1q1Cg0NTVhxIgReOGFF7B582a0tLTgoIMOwrZt2/DWW29hzZo1uPDCC6nxLjIVIHdH1wV5eDVnV0cIIcXF8zgxYY/3gPgl7HFiHte5GEsIiRLLYh87mCGLluB9/vnn49lnn8Xee++Nj33sY1i5ciU+/OEP41//+hd6enowe/Zs1NbW4oILLsDrr7+O119/Pe58EwWVofGO2NRc5zixSFIkhBAC6GtxfGm8Q26OtJh6+sgDIYSERex/uM976KIleN9888348Ic/jD322AO77ror/vjHP+Kzn/0shg8fjoaGBixduhS/+tWvAACf/exncd9998WaaVLZRHeOt3l0Q0QREkII0UJ3/dTPHu+wpuZ+NE40/ySERInV1Jz9y1BFy7na17/+dQDA5s2bceihh2LChAm48cYb0dTUhJ/+9KeoqqrCAQccAAD4zGc+g6amptgyTNwpV2cN1glRtHFrabzZCRJCSMkhds2ixjusczVrIprXCCEkAuKc85LSRkvwNhk1ahRGjRqF/v5+fOQjH0EqlcKpp55qCdPS0hJpBsnQwGr2Vyiv5vL0CSGEhEO/T/U4Tiwjarzze7yDLJZanKtZckDnaoSQeBH7FGq8hy5apuZ2rr76apx99tmWa4Zh4OKLL8Zbb70VScaGMmHO4i5ThbeF6M7xzv6lqTkhhBSWOEzN0yE13oZitZVzYEJI3NDUnAABBO+//OUv+OUvf4kvfelLePLJJ3PX33nnHbzyyivo6OiININDkUoQnv0Sh9mNqcVQejVXHC1DCCGkMHg7V8t/7o9wj3eUYQkhxBv5wuFQnPMPZXwJ3rfccgsuuOACLFy4EE8++STOPffc3G+77747HnjgAaxZsybyTBJ9wmjLi4nV22y0Mx6lqXmkqRBCCDHR9mruEcywaLwFU/MAeVKdnSvf4s0RghASHRYFU0Z+nVQ+noJ3f38/3n77bZx66qm48847sXjxYkyfPh1f//rX0dzcjLvvvjsXtqqqCnV1dbFmmLhTritnsWi8vUzNFZMwQggh4dA2Nffa4y1E1C+amofd4+3h4ZyTYUJIlHCPNwE0BO9bb70VEydORCKRwKJFi7DrrrsCyHrP/s1vfoNrrrnGEp7eoYtLmcrdsTg6ywverJOEEFKKeO7xFjRDonO1YGnR+okQUhzE/ofz0qGLp1fzM844Ay0tLfj5z3+OmTNn4sYbb0QymcQ999yDqqoqbN26FV/84hex22674b333kM6nS5EvkmFYTH7i7hDUmm8DeUXQgghYdDtUn2d452Ra6yD5MnTxN1/9IQQosSq8S5aNkiR8RS8q6urccopp+CUU07BnXfeiY6ODpx88smoq6tDTU0NPv3pTwMAdu7ciZaWFtx1112xZ5qooam5GI8P52rRJEkIIQTQ7si9TM0tgrfoXC1Ar608TkwSFa33CCFRYrXsZP8yVPF1jvdpp52GI444Ah/72Mfwuc99Dt/+9rcBAPfddx/a2towc+bMWDI51AgjO5erczWRqOc7dK5GCCGlibfGO/85HVJN5Od2jg+EkChRLfZxjW9ooe3VfPv27Xj99dex6667YsGCBfjggw9yv23cuBGnnHIK3nvvvVgySfSpCI13RFMeMxadyRY7PkIIiY6oulRRS90v7PEOe5wYNdqEkEKis8eb/VLlo6XxTqfT+J//+R+MGTMGt912G5YtW4bZs2fjoYceAgDstttu2G+//TBnzhw89thjGD58eKyZJnoYhoFEmUji1j3eEcXp4VyN/RshhJQ21uPEwu7xpsqbEFJ8lL6HjPJVoBE9tATvCy64AOl0GjfffDMA4JRTTsERRxzhWJl5++238ac//Qmf//zno88p8U05NeBYvJrDY493jGeHE0LIUEb7ODGPcKIjc8txYgH6bD/jDMcEQkhccAvk0EVL8J4yZQquueYaVFdXA8iuQD/88MOOcN3d3aivr482h8QXooY7YxhIluGe7+i9mlPjTQghhUS3H/fjXC2dCWdqnvGhMef4QAiJEu7rJoCm4H3++efnPqfTaXz9619Hf38/5s+fjzPPPDP3W9RC96WXXoply5bh/vvvjzTeUieMllq8tRTbdTpj4JlVm7BuWw/GjKzD9InNSCUTVqcTEaWVNzXXD2tHlV8VfsMTQiqPQvcD5dzv/Of19djRm8b0ic0A4HgOUfB+84PtuOnRldinrQHrt/X4TkscC55dtQmNw6pz6dq5b8kavPDOFhw2sRnJZAIbtveidXgtkIDjs5lXWf7N9xDnOyrn909IOaLT5hav3Gj5XVxkXPLOJrzw7maMGVlnPW3BMBDOxTIpdTwF756eHsyaNQuPPfYYfvjDHyKTyeBb3/oWqqurcf7551sE7yh5+eWX8etf/xovvfRSLPFXKqLQrtL0FouFSzsx7/5l6OzKT5jaG+tw5ZwpGNtQl7sW2R7vwb9BTXrc8tsxtT10eEJI5eHWD3xs79aCplfMfke3G//pojcAAE31WYu6Ld39ud/aG+swrjE/Nqzb1ovvL3gtcJ5Wbdye+/zbJ1bht0+sQrsQv8jfX1kLAPjVI3pxq/J/5ZwpABDbOyrV909IpeLW5kROu+kpy+8NdXmR66K787JN47Dq3OfSmrWTOPD0al5VVYVXX30VADB27Fj84x//wO677457770XNTU1sWQqk8ngS1/6Er761a9ijz32iCWNoUApyd0Ll3bivPlLLB0VAKzt6sF585dg8cqNwtWIvJp7OFcTk7GH8MrvwqWdocITQioPr37gwVc/UNwZT3rF7Hf8jj9buvstQisAdHb14Pl3tkSWp0deW++4trbLv+Zchiz/a7t6cO78JTg3pndUyu+fkErEq8319Kel963t6sHrH2yX/ta1M99vlNK8ncSDluCdSqUAAGeeeSaeeOIJPPbYY9hrr71i85h9ww034JVXXsGECRPwt7/9DX19fbGkU6qEOYvbYmpeIg04nTEw7/5lUnHavPbbJ1blroU8qtWB0nsk7OY9WXTyO+/+ZTkPu37DE0IqD51+4PsPvBZZ/1bq/U6pWVypiDOXbnGHfUel/v4JqTS82pwBoC8dzmka22vlo7XHe/v27TjrrLMs1wzDQHd3t+W6YRjo6enBnXfeGThD27dvx5VXXok99tgDb7/9Nn7/+9/j6quvxn/+8x8MGzbMEb63txe9vb2571u3bgUA9Pf3o7+/3xG+HMgYmcB5zwjOZ/r6+1CV0HrFDsz0oyjDp1dtcqwOihgANm7PL65E9e5MYTqdTnvGNzAwkAujk9/Orh4sXrEOh01s9hV+2q4jAcjLtVzraykQZX0lLM8g6PUDvVi5NVGwflXspwrNqvVy7Q7JE+YdxfX+2fbjgeUaPYUuU682FwWLV67DEZOj35KkC+tpMPyUl5ZUlkqlsN9++zmuJ5NJy/V0Oo2dO3dqJy7j3nvvxY4dO/DII4+gtbUVAwMD2H///fH73/8eX/rSlxzhr7nmGsybN89x/aGHHipDD+vZ1/Huu+9iwYK3A8WwbG0CQNZCYeGDD6EuFS5HixYtChcBgOc35POkw6OPPoYVERwF39ubApDAO2vew4IF7zp+T2eyvwPAww8/gpY6f/l96LGnsXG54S98a3YxIF+u+Sa4YMECzziIO1HUV5KH5amPbj+wtb+w/arZTxWa199KQsOojiDYO4r7/bPtxwPLNXoKVaZ+57JB+Nfjz2LbG8XXerOe+qO7u1s7rJbgPWzYMFxyySW578899xxaWlrw/e9/33I9CtasWYMZM2agtTW74lNVVYUDDjgAK1askIa/7LLLcPHFF+e+b926FePHj8dxxx2HhoaGSPMWNxcufggAMH78eMye7Vzo0GHT0+/gT6uyzmdmzToOI+uCa7wXLVqEWbNm5Y6RC0rLqk24/c3ntMN/5IgjsE/byFBpAsBVLz0CDPSjvX0cZs8+wPH7xU8vytnjH3300dh11DBf+T3uiMNw2MRmX+Gn7TrSUq7mOweA2bNn6z4asRFlfSUszyDo9gMN1Shov2r2U4XmmfuX47kNzgVP4iTIO4rr/bPtxwPLNXoKXaZ+57JB+Njhh+KIPYur8WY99Y9pba2Dp1Q2MDCAdDrrLODhhx/Gt7/9bbzxxhu45ZZbctejZNddd3Vozd9++218+MMfloavra1FbW2t43p1dXXZVppkIhk471Wp/GpcqqoqdBlEUY4zJ49Be2Md1nb1SPe5JAA0D6/Bxh1Zc/NUKny+AeFM80RCGp+4r7tKKCud/LY11mHm5DFIJRO+wmfSAwDk5Vqu9bWUKOd2X4qwPPXR6wdqMalhR8H6VbGfKjS7t0ZgtlThhHlHcb9/tv14YLlGT6HK1KvNRcFhk0ajujqYwixKWE/94aesPO3ABgYGckLv1q1bccYZZ6CzsxMnnngiuru7MTAwgPvuuy94bm18/OMfx7Jly3DDDTdgzZo1+MUvfoGXXnoJp5xySmRpVDSiw7viW6sAAFLJRO6YBfvwb37//Icn5K4ZEWXcFKz9OvkR82vHzO+Vc6bkJjN+wxNCKg+dfuDbJ+yDqLqBUu93wjgJLSRx5tIt7rDvqNTfPyGVhlebSwCoScnbm24rTMbktJqUDp6Cd11dHf7+979jw4YN+OQnP4lzzjkHNTU1SKVSeOmll7BlyxZcccUV+MUvfhFJhlpaWrBgwQLcdttt2GuvvXDttdfinnvuwfjx4yOJv9IRm2wpeZXtmNqO6+dOQ5vtzNS2xjpcP3capgumcNGf4+3+uyxNM7/Dqq37ecz82s9HNcNX2SY5qvCEkMrD7AcabFt8zH7g+P3GxpKefUtROfY7TfXVubOwTdob67D/LtFtGfvwpBbHNfuYFJSm+mrUVlmnVG2Ndbhh7jTcMHcahtfojSV+MN+/vdzK8f0TUg6YbW70CKulrdnm6qrle8DbGuswabTcCqjJco536czbSTxo2TPceOON+MY3voGXXnoJEyZMwMUXX4yamhokk9lB5pBDDsEll1yCtrY2fOpTnwqdqcMPPxyLFy8OHU+5EtWCV6k1346p7Zg1pQ2TvpV1IjahtR7/uvijSCUTeOqt/DnekQneHud4i5dlnV3H1HYsWvYB/rzkPQDAnWfPwPSJzUoNQsfUdkwa/UburEav8ISQyqNjajve37IT3/37cgDWfiAOT7EdU9vxzqZu/GDBa470iomfCeS+7SPx9wuOAIDc+HDqoePx/ZP3xz9e6cRX7nwhF/aQ3Zvw3Ntbct/PnLkbnnh1Nd7Y6u3IbVyT9WSU4bUpPH7pMbk0vZixRzOeemsTAKBjv7FYOHguu1nmV/9jGX73xGrLNfM9PP/OZtz06Crpb2HomNqOdNrA/xsso1J5/4RUKh1T2zF5zEgc+7P/AABuOeNQHLXXaKSSCXzjTy87wh86YRTu+tJMfOrGxQB2WH4bP2oYzj9mMi798ysASucYYBIfniPVXXfdhSuvvBILFizAhAkTAADXXnst6uvrc/urJ0yYgLlz5+KWW26JO79DgjCCt3hvKWm8TcTJwIjaqtx3LyE4DOGORcznd+akFs/JjHi2vU54QkjlkSxwP1Do9HTwM/yMrK1GKpmw5Hv3luFIJRMWXxwAsN+4Rsv3GZNa0Fijl459TEwmEr7KavTIvHZ8XFP+1BSzzBMu40Wc7yiVyk/lSuX9E1LJiE3s0AmjXNtce+MwaV8GAPU1VTQvH2J4arxPPvlkHH744TlT70wmg0QigSuuuMIRVlapSGGxCLBl9DpEYTs6jbf+Hm9VEJr9EEJIvKQlHbA5F7X33/aFVD9TVnsyaZ+rsuIcRzZXLtZiN+VsQgqL2NK9uhFzC4pO78AZZ+XjqfGura217K9Op9O47LLLpGETXLUpOtZ9y2XUhA3px0iilE2GyqpsCCGkzPDTw7oJwGmbjw77YmjC9Gqkkydbvz/gV/AW09WIv1Bw7kVIEfFo9jWm4K3RPXBuWvl4b4qyUV1dje9973tx5IVEgdBoy6n5xrJgkNvjLfnJkAZVxkEIISQeZIujCcVvMo23rthpvzfjdx+SEFwm6xZruKDYTUhhEbslL0uX2qqswzVqvAkQQPAm5UMp7vFWYd3jHXXcEo237r3RZoUQQiKnFDWefoYfmcbbfCR7/22P18+z28dEmYm7n/vtFGvITQozOWrMCCkE+kouU+Ot6iDYYocWFLwrDLcjskqZWPZ4D/6VTeqckzmV5/MyKkRCCCkR/PjH8GVqbuuTw+zx9tu9i4K3TOAv1mK36NSNQxYh8eNP4+1jjzfbb8VDwbvC8NMZlBJWp3DR5NuXc7VIUiSEEOIXual5QvpbmOEhrLNMr7SLNo6U+GkmhFQaGcuc1T2s7PQeJWy+FQ8F75IkuNmgKLSW0/hrKD5HEad0j7fPOAghhOgTl6m5Q7BM6I+YYcdEMZty52rh4g+KeByRX/N5Qoh/xD7LS1lk9lk6C388SafyoeBdwZTT+BvngoHMgY6uyWE5lSEhhJQjbj7OHA7RHHJ38D3e/vHa410sU3MxD0XJAiFDCrEv8Wpynm2SbXZIQcG7RIjMvNryuXxacxxezc1opMeJaZZN+ZQgIYSUJ+57vK2/DWSsm779+JXz68Tc9X6ZV/MiDRgJmpoTUlD8bOs057R6x4mFyRUpByh4lwiRORSzdAbRxFloojM1N/d4FzJVQgghfhZQ5abm8j3e/TZvawnoC99hF3W97i/WYreo9S/XcZ+QciLjw0rT/FlL8A6eJVImUPAuESwL6SFOholDc1wQfDiq0I7SMP96m5qr4yijMiSEDElK7zAxf/242zne9p/6BmxezQu4x9uq8HamWrw93vnPbtYDhJBoEH0peGm883u8FQjtl3POyoeCd4kQR2Mrp/HXcpxYxGt+Os5mlHu8I80JIYQQO27CorfGu3B7vC3O1STJFmvMFY8248SdkPjx45fITQmU/SGiTJGygIJ3iRCZebWlYZdPa44j2zmv5hnJb3bnal6REEJIiRLGSiou/HSdbgKxfeHUIXgXcI+3OL7KvZoXydTcsse7KFkgZEjh5zgxP22SzbfyoeBdImQ8BvRgcUYUUQGIZW+6i3M1Qggh8RHdcWLW63bBG9AfM8OOBSV7jrcAxztC4kc8LcfLStP8Xa3w1teek/KHgneJEIdztXJqwHF4Y3fr7Oxp6HSIhBBCokcqeA/+tR8H2Zd27vEuFLreiwuNZeG6nFbcCSlTrHu83cPmTM0V80nLvJ1zzoqHgncFU04r33Ge4y3b463vXC3avBBCyFDAzwTSnLhaTLlzXs2tYfsGJHu8NYVv6dGSPjp56wTZGUexZF6xrCl3ExI/ViWX3oIct3gTgIJ3yRCZxtsyAJdPc45jZ7r7Od72794rkYQQQvQIYmou3mNqss2FU/N7GFNzWZ787b+ULxDnNVpFwrJVi4MWIXGT8aHxznj0D2XqmokEhIJ3iRCZeXW5mpr7WD3UjlMSt/84yqgQCSFDkhL0reaLdE5jrNZIVw2emRXOuZozfj+CqsWhkuUkjsG/xTI1Fz7zODFC4sfazrw03uZfmRLIkPYlpHKh4F0iRKfxjj7OwhB9x2N2crKJiL0DVJoAFagMS9ErMSGEBMVP12nuS5bdYwrGycFOst9hau4jT1KNtx9Tc7mtuZcpadyU64I7IeWKH4fA3r4h5J9JZULBu0SI2rw6G2f5tOBYjxPTMTUvn6IihJDSx0enKtN4mwK1qeA2Nd5O52r6J3lLBW/JcZM698uGrGKNueW6xYyQckVsZ9o+gyTXEkjE4lyYlC4UvEsEy4QjIu1nuVqcRT1xkHo1D9FRxgEV3oSQoUreFFO4ODgQmtrklMrU3Ec64U3Nxcm2c+JdChpvCt6ExE/GR5vL/c6mSUDBu2SwOJUJIYZZnb+UTyuPw0TezbmaM/3iOldL0NacEFJBBOk6ZRpv81pVKjtdcThX03dqHlrwVo1TXuf0xo2YLAVvQuJH3MLo1eQ85e4YT/UhpQcF71IhYmETKC+Nt8qELwqkzma0EylMIVLsJqQyKacF0GIjdtXmWqR5LbfHW6bx1uxA5XvIg+VP/nvx33U5jfuElCtiv66r8VaNBTHstCQlDAXvEiGefR3l04Sj1tRbO0X39LLhQydJCCEOCtG3lKLFTJDnlk1gzYXTvFdz5x5v/fgl13ydJyaMU5LLRTvH24cQQAgJj79jCK1/Hb9LHDWSyoWCd4kQR1srp5XvODXe0iMcdPd4F8zUvDDpEEIKSyG6kFLsP4IsJsu2XNn3eNtJwM853vGYmstD+MtHGCym5j6cxRFCgpH2sdjldeoBhe2hBQXvEiGqZidz+FIORL3HW4wjHSLCMipCQkgJUuhJVTlP4sS8203Nq1IKwTvkOd5+xgeLczU4x9qiLejSuRohBcXPXDu/x1vD1JzNt+Kh4F0iRDVZKlfvptbnj8DUXPgsMyXUTaFQk9gwDvUIIaVLoS2PSsXSKZipuezaoMZbIWH76TtlebKbrrshapNlztV0x9zIT+7gcWKEFBSxnenv8Zb/ziY7tKDgXSJYxc5oNLTl2pij0Xi7r0baBepyLStCSGlT6HNZS0XjHSQXbl7HVabmgB9Tc+e1vgF922yvPZraC7raKWrGZ1lwjzhyQogDyyKcR1gvi5hKmLcTfaqKnQGSJeMhKAJZJzPPrNqE9zd348U1WwAkMKGlHp+dOQE1Vc41FPsEzLx/3bYejBlZh+kTm5FKJqTX0xkDb3YlcP/LnWhvGp4LGwYzHVn+wkwcZPkX6RtIY/HKjTh491F4/u3NWLetB9W2ZxlQbIzTzYqZh607+/1l3oQK77JBrG+tw2uBBLBhey/GjKyz1DGxjZGhS6EnUk+9tREbd/RFVv9U40bU/Pf1T6J1RE3uu2Fk0167pQcA0NOflt7Xn85gS69eGtt6nP3z029t1M6jdcxyOloT3/V9S9Zg044+NI+oRVtDnS8NmV8sW6syeuO+KkxLfRWF9xKjUG2Q6JNW9AXSsC4NyoBRMoulpDBQ8C4VPJyLLVzaiXn3L0NnV4/jt+8vWI6zj5iIy2ZPUTopk93f3liHkw5sx99e6rRcb6qvBgxgy84UsOyVXNgr50xBx9T2QI8nS//1tduxcGknOqa2W/fL+dAHqJ7r4wfk89mbNnDaTU8hmVAL9V+8/Tl8/5NTHc+n0x+q3o35bKRycGuHABx1LGy7IcQvc3/7TO5zHP22bpx+55LPvb3Z8v2BV97HLx9+M5f2u5t3Su879eZnkDH0jPdkcXzz3le085iRCNtAfuK9blu+nL56z0uWe4fXpITw2klqIcsLoPf+ZGGaalKonvABTjxo12gzSnwTpg2S+FCdnGM/7hAAHljaieP2G6sXLz0LVTw0NS8R3ExNFi7txHnzlygn+xkDuPHRVbhmwTLpXi/V/Z1dPbjx0VWO61u6+7HFprld29WD8+YvwcKlnT6fTJ3+QMbIxWk9TiFcvJ1dPbj5sVWO8G6r+Bu393k+n2xV0u3d+Ckvrl2XPl7tEHDWsTDthlQGhVBmLHt/q/R6HP22bpxhJ5CPrdjo2tZMCqmdVY1TBrLltbxzm/LeHX15jX3kgrdECNB5f6owW/qAC+56if1WkQnbBkl8ZCR9wcKlndjZ7xS8d/ZncN78JejuG3D8lkAi0PyXlC8UvEsEN/Pyefcv05rC3PTYKstqm2mqp3u/a/4G/867f5mr2YwdnfTn3b/M4gBNJ/aonkuWl7QiL/bH1n02nfIqxeOASJ6g9S1ouyGVQ9wajHTGwIJX5BPwOPrtoVynVb5YBtLZ8tJFphULg3WcMrTe31V/exVX/U3Vp2UHpKH4jksFtsHSxr51xHxfbnRpbEXk26x8KHiXCIZtSDd5ZtUmrVV/ICsYvrKmS/hu+LrfO49ZbbK4T9sLr/TNOFeu35G/prHkF+Vz2fOi3oduzZfus+mUF72alzZh6luQdkMqh7g1GM+s2oStPU5NSi59xNdvu8ZZgTNIlS+WJW9v9tU/2M3qw2LxkZLxHvcNAGu39mLt1mjGLxI9Uc4vSPRYlEWG3vtSrZHQvHxowT3eJYLK1ETcM6aDaCJuBLhfBz9x6obdKnF6E1Ue/KKK295p6uYhzrySwhDFO2Q9GJrEfbxTHP1QFHFW4lRS9So3bNf07jZInH1BxgA2bo8ufvZbxYHzi9LGampuYL3PPkDEsMVFKhtqvEsE1R7vMSPrfMXTWJdfSzEMw/f9OviJUzfsyFox39HmwS+quO2rkrp50AlHU/PSJor6FmedJaVL3NOoKPuhOOOsBGSezAGgRfDGrkPriNqIcmRiNXuN8r0MtXdcKrANljZ2R4th3oPc3pVUKhS8SwTrHuf85+kTm9HeqNegkwlg6q6N+XiM/P1RyHUJZL1p2o/rcsMrfTPOCaOH567paIiifC57XsTnc3N6oftsfsqLlCZh6hvrwdAmbgXG9InNaKhTG6/F2W+7xVmJmhuZQyUA+ND4UdrjdDZ8U3SZsuUlYxha76+tIXvMGcev0oTzi9JG3FsvtjkVCWTn6DLoXG1oQcG7BBEbXiqZwJVzpmhN+M8+YiKqkvlXmjHy9wPhPGeb9145Z4qv8yPF9FVcOWcKkkLudDoenXiDYH8+yzFntnzpPpuqvMSJKRXepU3Q+ha03ZAKIuaJVCqZwOwD5McKxdFv68ZZiRNIlS+WpM/+IRmxiZPduZrO+7vqpP1w1UmqPGdjZL9VPNzmbhxXio9dWNaZIwyvlS+Qco/30IKCd4mgOn8bADqmtuP6udNQWyV/XckEcM6RknO8B7+Y97fZVuPaG+twzpETMbbBavbWVF/t0KC0Ndbh+rnTAp0baabfajPHq04lcnFaz/H2F6994GlvrMNZh09whHcbn1pG1Eifz65JUOVBhld5VeLEtJIx33WNoh0CzjoWpt2QyqAQk6r9xjVKr0fRbzcPt/bbharTM/do0dIiF1LuyAjOyO1jbcfUdkwSLLfsDK/Nn+Md9b5/q3O17F/z/TUNq7aEFd+famxuqgF+eeqB7LeKjGruxnGl+Ni9mgPZ9zWs2jk/qKtKus7hrd0BJ4aVDgXvEsFNswpkG/TMPZwmRTP2aMZr3zsBl82e4ohHNIvrmNqOxy89Jve9OpXA45ceg8tmT8HfLzgid/1nnzoQz18+C3/98szctV+d9iE8fukxoTr5jqntuOWMQy3X9ho7IhdnUOcSHVPbMU4YlO48ewYev/QYXHLc3pZwt515KF773gm57yfsN9by+/WfOdjz+VS5Ut3nJ74EN3mXBR1T2zFDMO37wxcOy30+6cBxeO17J+CQ3UcBAP5r2i6h2w0pf4q1wPaHLx4WSb997acPyn2/82z9OP089gn7jXEI0B/bdwwev/QYTBs0yz5s4ijpvfedOwOHj01Lf7NjF0IB4ItHTHBcG1XvDGdHtljeVC/f633n2TNw+vTdHOGjwjru5z93TG3HvJP2s+TD/v46prZjvtCP/Wbuh3DltDSOt42RpDjY526fPGgcx5USICNp/wBQnXKKVUfs2ZpVMGk0fCpkKh8K3iWCdRCXt7xk0vm6po5rtGjg3FbORM1wTSqZ+y4Kuh/abRRSyYRlEnTArk2RmDPZzetEYTOMcwmxA5w5qQWpZMIRxyETmi3lNLZxmOV3SV+ZzYuHxjsMcXs7JvEg1tvD92zNfW5vrENNVTI3+W5vHEYzQFIQ/YWslk2f2BxNvy3EMX1iSyx1+pr/OhCjJEJrKplA46AQPKZhmON3AKitTmGs/CcHVZKOfkLLCMe1EYo981bnas7FctWi8cxJLZZ+I1aNty1u8f2Z46OdqlT+2sG7NRXUioB4I76zXUZxXCkFrEcLurdnw2UzoQFD6bSRVCYUvEsEHUsTWdN1a6SqMwMB62A8kHF2IOKtA6J9XUwYISTvtNuDmmFsHaPuM3lZIoRBjI/DaPmTb0fZv/Y6R4YmxVpgiyNdP3H6ST6RSDhOdjDvN5tVlULYcHNaZEeW/4G0cyxQ7cHOGPLP5jjh9siGTEUeEdY93tbfxEfRsSbTGE4JGfLYz/F2R90/GAa13EMNCt4lgs6Kl8wc2d5gDZffRMQV04G0M21xgjJQgJHYusfbX3oyAcc+wTBscyu7sK4qqzjPV6TGu7Iw65T5WnUWhEhlotsPx0lU66Vi/v3UaT/9eHZos45vZv9o/lVp+RIJIKUpeMvyLxvf1IK33KTbfFS34lEJ7VFgqPIFIAFR0666P/+ZC4aEeOOnPZu/y+aQGcMoifGCFA4K3iWCzkAsmwvYJze6ptGphKjxzs/Q7FoGwCqYh0G3Q/E7KZFNpuxX7GXhELw10om1Q6TKu+zJCd6272ToobN1KG7iWNiLqw9MyjTeg3/N51BqvBMhNd6SdqpyuaGaIBuyi/Z7C1Qn3DTeqj7J+lzstwjxwpepucSSNP+b7TuNzSseCt4lg3cjlpqauzRat+arMjXP3SUK3gU2Nfc77ksFb9sl+4RLV4tvNeGLT+NNubv8MTVFZvul4D10MZRfCkdU/ZUouMVmag5nH5hbBB4cfpJKU/OEtsY7I9N4+zA1V2mWDeew6Uzbcq9HRn1i9Wpu13jL8wDFdXZbhHjjp83kNd7O39KGwXO8hxgUvEsEne1ffh1fu63CWTTeaecEIg5Tc7eVPEMznAzdPd5ieeibmustZATBssebXs3LnnSaGm+SpRSc5cRR/eLaHiPXeBuWNFUab/gwNZeVidzUXH6/1wRZt3zi1Co7TM01NN7idW6BIsQbazvx0Hibf5Wm5mxzQwkK3iWCyoRNJCHRizoasubKmWWPt2hqLrm3IKbmEu2BLtLJhL1YDOukS1cooldzokte4239ToY2hagGsiRk2t2wxGX8lEg4xzf7IrByjzf0Tc1lbVI2vik13srPg4sELuUj05BHheoY0Sz5Z1H1SW4ac0KIEz97vN1MzTOZcBafpPyg4F0iBNV42xu8rmm0eDLZgGS126rxjma25Sp3a4aTIXWuZoslYxiWZ3JqvL1N8OL0REuFd/ljTljNOpOOaMGKlB8F3+Ot0KREjT9Tc2dYVT/ntk/b06u5D423LE/yPd7Rm5rHObnWXSBWCdU0NSfEHyqv5rLmk/tdpiOyO1ej9rvioeBdIliPrZI3PD3nanqr6l6m5uKt0Wm81fFYrXb8pSebTNijSGcMBDGfT1smNL6y5Ynd0zopb+x1ihrvoYu7BjKO9JxElW5Qqx9ZyJRCoE0g4RB2zfHCTNNtj7e2xlt7j7f8fssRYpLtBG5jnNIjegS47vHWMDXPBHzHhAxVvE44kIWVtay0YYSy+CTlBwXvEkFP4+19nJiIu8bb3au5237ooLhFE2ZPpI4QbevbtL2aW/PlL2eeni6F+KjwLn8cpuZUHQ1ZVAJaXMiSiCrdKLWhKnNx2WUzrSg13vp7vDWOExPkdcPW9mWEseryQozPYQUnjnuKDKYV2jtCiBxLHw/559w1ybxajIdNbmhBwbtE0PHTIPVq7hKPW2NWarzhnED0SzQCQXBbCAih8PaMz0xbnFzYJ1uqNMNMOnU9XZLKIO9cLfuXgvfQpdB79mQTuqgsLoJqamVB1cKzxLmaKXgPtqNUUj1d0RW8Zci2Uuk4V5ObmrtZdcWp8VbHrVosUN3PfosQb1THiakcqAEqodzgYtcQg4J3iWBpxIrBW0fjbRVg1a1Z1DzIVruDOCLzws1pS1BzRnV89smHfQKil4ZMqxE0D26/06t5+UPnasSk0Pv0ZKkV39Rcokl20XgH9Wqeda4W/GFl45veHm/Z7+p0Yt3jbUlHLXir+iSamhPiD9UebxluP2c13rQ4GUpQ8C5BVA3P28+q/uAumtLJNNpiR9BfCFNz8XMMGu/sHu/8d7uWQzVRDuOJ1o/GuxDmqCRezAl8TvCmc7UhS+E13s5rUXmnjtLU3FXjrfRqnv2r9Gqe0D/HW0a/1Ku5PKxyj3dO461GpSGLBJeFcotQreFcjUMRId6oFqtUWu3sX+dv6YztHG8anlc8FLxLBJ2JmtS5mkPjrTdJsh4nJplAiEJqIUzNQ+zxlsfnjF+cdOhq8cNMSLw6UMsqp7+oSQlitqOcqTlnsASFmUjJNd7RpGs549mH5C1LXiU8AzKNtzVNt3vDCN6ysUB9nJg4vhqO6+5jnBhPtLiN+zrjniUM+62Shq+nNFDNDeX+Ngb/Slp+9hxv9/tJZUHBu0TQmZzJpgKuR4e4/JZUCN4ZycqcrgdwL3QngnFof+2m5g4thyLJMCZ4nuZH7GArivxxYtnv3Cs5dNE9XSKO9Eyiqn5B+0BZSJVAC0jGN8MqzLo5V9P1ai5DZvGlMom3mt1LrrsUT5zm3G7bAWhqTkj0qDXecuEacBfKydCBgneJoGNqorXHW3NVXZzEiBrtnJZBiCiq48QKKYfIz/HOf9c9m9yyj8dvHnwI3ux8y5+coE3Be8gTp3ZTl6gEKK99zX6oTqmnHHah3D4WKU3NEYfGWx5WJeBqyN2x7uMUo3MK3sJnmpqXPXQHUxqo5oZS4VoSzsRpak4qHQreJYKOqYn8HG+XON2cqyVUpuaGI960ppDqhbYZXhQ9jy2ObOcmaLwHDLfgOcKcveoVPtY9f6Tg5Jyr0av5kKcUNIjRHScmfvah8ZYEdXFM7lB527VEbnu8w2m8ZYK393Fifn9300pHicPUXEPjnQ4xzhEyFFF6NZeGVf+YNTXnXHAoQcG7RNDZ42x3PpO9zyUel9/ECZD1OLEsrmbZAXH1am7Z7xw+PXsMhmGdXNjNC1V9ndScMGAe3H5nV1v+OJyrUfAeshTaS63caU80cVuEMl912hm2ykXyto9uuXYUu8ZbdpyYtytT62Jx9ou2H5OoNd4uQr3OHm8eJ0aIP5RzQ1nzsS3KO36ixntIQcG7RNAR8OQab3UzdTM5sx4nJpiaS1bmIjtOzCUa1d65qLCbmvdpzkrDaKU9tSMZ9raVRE7wNr9z5XrIYn318dcDt32FoeOO0NTc3bmau6m52x7vcOd4Ox9KZc6rsoDKDZsu5RNmEdcLt4Ueq6m5/H7rsZkRZoyQCkV12oO8Lx78TanxJkMJCt4lg7f+UzoXsGu1xc+230Qtr/U4MWfaFo13IUzNxc8R9EL2ONKG1au5Q+OtOk6sUHu8fcZNSo+8xtuwfCdDj6j7M8/0FBO6KAi63UYWNOXDuZp5vzn8pBTa8uw53trZciDzYaLUeCs0y+ZHt+KxjrLRVgoxXedxYoI2W+lcLdg7JmSoonKoJt/jbV2UF0kb1m2QbH6VDwXvEkFnj7NsMmAP6mZyJg7IVo23ZAIh3heRqbmbxtgqhIZPzx6HYVgdWOiaz4fzau4envt6KguHxpuC99BFY+tQpMm5ZyEU4hplWKHM33Fi1oUspV+2kOd4yxxt6gjy1uZtzas8fHSWA3bE6OzvSMeMPM68EVKJWOeG+c+y5mN2MbL+wTAKbyFFigsF7xLBW9+tOsfbNsi6NFpxZV/UPIgabbt5X/b3aDoCN+vuqPdEysztxNX+vgHdPd7B8+UVnpbmlQX3eBOTUtB4R7dFSBDKfBg/yfJU5SIhO3yYmO0oJ3i7eUTXz5cdmam527FnJjItlWuJWxbXo5a81YKz5Rx2pcYbnmEIIXks7cRjS6Jh+2snHWKeScoPCt4lgsxRiw5ucyv7ACqu7Iv76USNdsYmPACF92oeB5mMYUlff4+3+NlfJr3C07yossh5Naep+ZAnagsez/QKtsdbP05ZnlzP8ZbL3bk+WLnHGyH3eEusn2RHd9qRLZy67/EujMbbPn/IWMZyHY03+y1CvMhk9Nuz15zen9NKUu5Q8C4RtLya+zQ1t7d12co+YNVoyyYQ0Z3jrRdPUG2AaMZoj8G+j8a5x1tOKI23x+9eDjlIeZFbtDK/cwI7ZBHbc0Trlu7pSapaVHO5KLWhKuEZkDhXsy1kqY8Ti0Pj7X2fdI+3Sz8epzmp7h5v1QQ/7UOIIIT4O07MywdEWmP+TyoHCt4lgk5j0zM1z2MfQK3CZv7HgbTTq7k4gYjsODFtwTtY/KL5vKNcDKupu24aYQRv7+dlF1tJDNisRVQLXaTyKYVFtagWfnRMlWVInau5Cd6272ayZvoqx2wJhDvHe0Bi/aRjai57x7oWaJFrvF3i1nGuZvENw36LEE+Ue7yli6DubSrI3JSULxS8SwQd52qyqYCrxtv2q2pV2+JcTTKBiMzU3G2PdwQrfhaNt2TyoXvGquW+gJNOWR4ccWu8c1I+5J2rDbYhTmCHLDr9ebTpOROJqv4FPU5MFtSXczXDmmZKYU9uaryDCt8y82uX7eRC/iQab1fBW7xXN3d6iNHR1JyQ+PEzZzWgnmMCttNz2P4qHgreJYKeqbnsRrc4rd9FzbXV7NoirTvujcq5mu4e76ADv9ukLp3xELwV18M4QPN6DCNE3KQ0kHkMpsabFFrLXTBT85CRBvFqbvbb1S7HiQFAldLtuTuy4zL1NN4yayi38olPuNU2NddyrhZp1gipSNISYVmpwDEM1/mgyhKFVCYUvEsEtxVrE/lxYg6dtzIetcbb6dXcIlBEdpyYy2+a4dxw03gYRrB4w2gCvMJnKHmXPZYJb27wHfzOGezQpQSsWaLSnATd/ytL3nWPN+x7vK1/VVpoc1h0i9sN2fim59Xcec3d1Fz8HF+lsOfBKpQr7glh2UXIUETWnlVNxzDcp3hWq1NS6VQVOwNedHR04NRTT8UZZ5xR7KzEis5YJ1V42+4TG/DbG7uRzhhIJRNIZww8u3pj7reN23tzYdds2Zm/P20gnTGwfO223LXegQEsXrkR67b1YMzIOkyf2OypXX5m1SZHeLdVPZkMms4YeGrlRix+awMyBjCqvgatI2vR1pCPUzwWzBi8J5VMOB3LpTN48d0tyvRhmZzk898v2f8u5gtIYOakFmWUZlxru3Zi044+NA5LYXVX9n24bQuIC/u7OXj3UXj+7c3a79Zv/GHjK3XEt9bdl20n5iCsmsDK6s+MPVos5WSvN80jrPXeD1HGVSzc6lUp1jnLQiKMXB47t+zAii0JNK3ciC096cD5tT+zrG8NqkWx15eX3+vK/fb4ivUAoJXnsF7N39/SjZ88+Bp29qWz90pHQOC5t7dgIIPAKxwyi66ERn8sJvfI6+uweUcfevsHpGF/8uBrWLkuP6bC0BvfdBFza/Y75nt8VXh/WqbmLlvCCt3WdPrKqNIJ+1xeY+uHdh0ZaZ5JcRHbzOoNO/DXF99D64haadgdvf342UOvK+Na25Wfgz/6xnq8+l6XY5zWqaOlOBYGpZKexU5JC95/+MMf8OCDD+LUU08tdlZiJ+g51mLjX7i0E/e/1Jn7/sfn1+DxFRtw0oHtuPu5NdjS3Z/7ben7W7H/VQ+ipippuf7lPyxBVVXCcu0vL3biLy/m421vrMOVc6agY2q7Iz8Ll3Zi3v3L0NnV4wjvbuptVREtXNqJb977iiUfIu2NdTjpwHb89cX3c9e29QzgIz96GFfOmYJ92xss4b/x55exWREXADz39iYcvc8Yaf7z2ZLn61ePrJDG+chr63DdIyskcaXwp58+irMOnyg+cuzIni2ZsK7cur3bIPGHia8ceGBpvl3s6E3jtJueymneZKbmqvrTVF+NH56yPzqmtrvWQb/lGWVcxcKtXgEoyTonapufXLER5/z+eSGPKfx6+fO536N4pyNqnUN5EIMLt/oCANc9shLXPbIycBk/vmKD8je7V/OHlq3DQ8vW5b5/8fbnpPd9af4LSCAFA8F8kZiCvcgDS9d63te1sy/3+X8fVE+qAeBXj6y0fP/D0+/gy3cscR3f/JSvdb+5oXyPz7+9CR1T2xz362jjC92/6/SVUaUT9rl0xta2hlrMbktgdiS5JsVGbCd3PPMu7njmXWXYddv6cN2/Vyp/X/zWptznX9vCmXPdv73U6VpHK2n+VUnPIqNkTc03bdqESy65BHvvvXexs1IQdLSf0uPEBoMuXNqJ8+Yvwc5+6ySis6sHNz66SjrAd/elHde39w0oJwMma7t6cN78JVgoCB1iHuyDvRn+FWHlXfUcAPDmuu04d756UgLkn2vt1l5pWo++sd5y3U3oBrITymsWLJPm3+T2xas98yVy+V+WKuNau7UXP3jgtdz3uOVu1buxT85V7zZo/EHjKxcuuOMFxzVT4LZP6Bcu7VTWny3d/Th3/hLPOtjpozxV7yRIXMXCrV6dO38Jzi3ROif2Zz9c+JryHQD+8qsqj+29Tk2rX5Nhr/oiopVnSfK9A3LheOHSToU+O4/sGV2S0kYWb5/G9qr3tniXk4p/vNLpOb4FrcOrNu5QvsebHlsljVO0jpDVm0L37zp9ZRRpRvFcumPrB1t7ccsbSTz46geh802Kz/ptvd6BIsCc67rV0Uqaf1XSs6goWcH7kksuwcknn4wZM2YUOysFQWePs/Q4MWRNMubdv6xge0PMdObdvyxnuuaWB/PaglfUDUa879E31inD6ebtlw/LtdBu3PTYKtcyFK0JoiZOT5Z+6ofs3YaJP0h85YTbE+3oHbC0j6v+9qpnfF510MSrPP2881J9Nzr1SkYp1Lkg3r+jfKeAvz7Fd9yDf93y7Kfk592/DIYR5vSMyjBBtKNbh8VX/dzqza5lL4tT5qHdpND9u25fGTbNKJ4ryNj6/QdeK8n+luiTzhhYvWFHUfNg1qCr/vYqrvpbZcy/hspcsiRNzR955BH861//wquvvooLLrjANWxvby96e/MrT1u3bgUA9Pf3o79fTzNZCgwM5FfdM5mMNO+GZPNVJpPB4hXrtLQUUWIguxK3eMU6HDaxGU+v2uSaBwPA1p1WzYJhGLnnTKfz2sEdfeGOLzMArAuwGunVluNs6gYQW331ejeyvIjvNmz8fuMLgll2hWjzugKCAVjah906Q4bOeKJTnrrvXBVXIctThd96K1KIOudGOuM0X3Yjyndq0tc3oP3+gpS1V54zPo6h7OzqqVDROTh+6vCAMH52S0znRaTtfSB/T9/AAGqQb/uF7t91+8qwaUbxXP7bTQKdXb2h8p1Jy+eHQ5FijVNPr9qkZRUTNwbg2Vb8ts9ijv2lMJcMip/yKjnBu6enB+eccw6uv/56jBzp7Yzimmuuwbx58xzXH3roIdTX18eRxVh4dXMCQAoAsGHjRixYsMARZvXqJOxGCh988AEeemxt7t5C89BjT2PjcgPPb8jnX5eurq2553zzHeezDSUMA9J3HgVB3g2Qf7dRxa8bXxgWLVoUa/wAsH69fl0N0z5045bhNz1VXIUoTxVRlFkh6pyMVauC9WdRvtNnn38evav0nj1MWavyvOY9f2WwrXsnKlVzHQadOrz8vXDtfWln/v6XX34Fh4zOt/1C9+9+6mKYNKN4rrjHVivZ6fqKlSuxoP9N32lWMoUep+IYz+PGb50rxthfSnNJv3R3d2uHLTnB+3vf+x4OPfRQfPzjH9cKf9lll+Hiiy/Ofd+6dSvGjx+P4447Dg0NDS53lhbDXl+P37yW3S/a3NyC2bMPdYR56YHX8e/Oty3XRo8Zg+MOn4Db35Q7nomb4444DIdNbEbLqk2+89DY2IDZs2cCAF7755vAe6viyGLZMHt2PG5XgrwbIP9uo4pfN74g9Pf3Y9GiRZg1axaqq6tjScPkzxuex/ItG70DIlz70I1bht/07HEVsjxVRFFmcdY5N577x2vA2nd83xflO/3Qh6bh+P3GaoUNU9aqPP/zjy/j+Q3eTspMGocPw7YQ+6YrFZ06vOaxVcA7+sKYPc61T6wGVr8BANhv6lTgg1dybb/Q/bufuhgmzSieK+6x1cQwDFy4OCsITZ40CbNn7ek7zUqkWONUHON53OjWuWKO/aUwlwyKaW2tQ8kJ3nfccQfWr1+PpqYmANlVhHvuuQfPPPMMfv3rXzvC19bWorbW6cK/urq6aBPGIKRS+VWeRCIhzXtScpBpIpHEzMlj0N5Yh7VdPQXb550A0NZYh5mTxyCVTHjmIQFgZF0Vtvbkzc3F50wl889fX51Ed39wc/MEgNaRtb6dXyQT3uctxklc9dVv/bC/27Dx+40vDIVo92I7TMC9vojto62h1tMszO4JV4ZOeZrvxMsM0iuuYvajYfq1QtY5GTrnQIv4eae65ZFMpbTfnW598ZNn2Xilor2xDmMbarGGgncOP3U4KYyfw6qT6OnPKOtIuyTOhNinDX42236h+3fdvlL2HH7TCftc/vsoI1C+xT2tyVSyrOa2haDQ49TMyWNQnUqgv8jm5gkAYxtqASTwwdZo22cxxv5Smkv6xU9ZlZxt72OPPYalS5fixRdfxIsvvoiTTjoJ3/3ud/Hd73632FmLFdk51o4w0vuy51abR+sUArO6XzlnSq7yi3mwNwfz+zH7qLUvoif3w/ccHTpvX/7oJN/3nn3ERNffZ+/vPIYlSuJysOanfsjerZ/4Ve/eT3yljp/XJLaPq07azzP82UdM1DK29SpP851EEVex0KlXbr8V87nsVcQtF7r5dSsPGX4c0PipL2L6bnn2006y8YQx3Swts8Oo0K3D4vi5/65NANR1RBanWFXStjXvQvfvun1l2DSjeC4/bdL8/dsn7OM733E6XyX+SSUTGNc0rKh5MGvQVSfth6tOqoz5l9tctdyexY2SE7x33XVXTJgwIfd/xIgRaG1tRWtra7GzFiuG8kse2TEf5oDZMbUd18+dhmHV1lfa3liHc46ciKZhztWY4TUpNNVXO6550dZYh+vnTnOcp2fmoa2xThp+z7EjLNctiw3C54mtw3GD5FlEzOdqHVEjTeuIPa31xUsBde5Re+Cy2VNw/dxpaBleIw3z6UN3ww1zpznKTMV3TpyCZkVc7Y21uGTWXpZrcY6t5ruxYy8W1bvVjX/0SKv1SdD4yoWffepAxzVxUMgIM9qOqe3K+jOqvho3zJ2Wq4Oy9gpk671ueZrvpN3WHoPEVSzc+pQb5k7DDS79TXHP8c5/vnjWXoNaCTl+8qsqjxG1zn7b73FiXvVFRCfPstRHj5CXQ8fUds8+ulHRJoDod4bXpLynRs318r5dh1lTxqKhTm1w6Ldtiq+6raFOWkcA4FOH7CqNU1ykkQl5XmN71G1Np6+MIs0onksVh102aGusxVl7ZbS3f4hQ7C49RtQWxmDYnOu6za3MOji2ofTGQr+Yz2Kfh5fjs6goOcHbzq233oozzjij2NmIHctxHopuVjaPEi91TG1Hx355rezRe43G45ceg8tmT8FT3/qY5b5JrcPx8lXH4/nLZ2H/XfJ74X/yPwc6BN5926wC8+OXHqOs/B1T2/H4pcfkvh86YVQuvNuqrfiLYRjomNqOr9oEU5O9xo7IPdctZ+T3wo+qr1bmbZRi0lY9ODpO221ULv83fPZgeR4H8/X85bMwpT3v+O+aU6ZKwx8+uQW/+PRBjuv/b980Hrn4SEy37VGJe3C1l8udZ8/AhcdOBgDs0jQMd549w/Xd6sR//wUfyX2/Ye60UPGVAx+bkp9EJRLZMt2lKT/4Ddi0jmb9OWrPlty1b83eB89dPitXTh1T26Wrvreccajv8jTb42ETR1mu3/HFw8rm3dj7FCDfB9l/q04lSuK5RKH30AnNeOirR+W+H9KSVykGaXPmM48fldW4nHX4BMydsbsjXJCFPDNucUywM2OP5sBlfM85M3Hd6c4FQMB7cfTBi460fL9yzhRce+pBmH/WIfjJYWns0Zp3pnrj3Gk4/+hJ2DWgVuqkg7yfrc42Th42YZQipJP/mrYr/v6VI6S/he2HM4PjlL3NAMDebfL3Ko7NKkMJM85DB5/z4/u3xdrWzL7yw3vkx8nvnLivpa+MKp3HLz0mtzj26UPHB26TJmcdPgGvfe8E7NuWnSecNn08Hrn4SBzYEmyUp8K79JC1k8tn72v5rquZHT9Kvthp1sXLZk/BXWfnj1b+9Wecc6uOqe14+Gv5ceaiY/csibEwCB1T2/Hj/z4g9/2bJ+xTts8io+QF76GCVfD0cZ89sDB7GTWiJtfw7ZOaEcOqkUomkEom0DisRrg94difmDGs3706E/H3tsZhue92EzYxGZn2W1UODXXVuTjFMDVVSel1AEgq8lxbndUUicG9TCftZbb/Lk3S8JkMpLPJyY3Z7QH2jrvQ5mQzJ7Xk3snIuirMnNQS2oRHrDuHTGgue5MgL8RXlkC2TEX9m0zrmEomMLohLxBMHdfoKCdZfT10wqhA5ZlKJtAwzLp6XG7vxp5X8bv4uSqZLInnsvTnMCzvc0x9/tegbS6VTOT6rgmtw5GQ9DNBzzpNJRMY7qLNGdtQp2f+LKn7VakEDlEIqAkPvXVtlXW6sv8ujfjEQbvgsInNqEoCTYIG+sOTW/G14/fBxNHDPfMpQ2ePvv3pWkaqrRoc9xqG8mnD9sPiOGUno6gTFlNzl3EolUygoS67iC2O7XGRSibQMjIvlMj6yqjSqRrc2z4u4HOJ90xoHY6aqiRGDi7479IUrqxUyhhSPGT9255t1pOYUpq+Pmqq5Jamu4r1RojqgF3l7UDst3YdVV8SY2FQtgn+oPYcM6Ksn8UOBe8Swarx9g6jE4/VfEwdziocONMY8HEeq53qlLsQkk/VueLuNgHI503+jM475Y22KuUU1FXJWvOY/2zXaorhZc+cW1iw5bIYQ2vvQPbdRiXzq+tVhSK1QpG3QZGM4azvljgk1wLKUdJ8BBXKSh2fPs1iw96liu87YQkX/D2Y7zCTMRT1JXzcMnQnkypUd3tFm0pZA9gXp8Sv5kKEbEFCB69FAMBZvr4WzH2G94xPs99VjaniPV510hzvCtW/e/WVUWGOhekQ8x0Ts/2YZamaI+gyFIbSckPWR/YPWOuOrn9JlZM2sb2Ki2Y684qd/Wm9xEuULd19uc9h20+pQcG7RLAKfipBzv0+e5iBtLqhive5CehAuEov7pVzHdAtQnN+QilDnEsNCGp0N6sB1fyrStozKjq1jDzEgF2VL+RBNtExhN/t4QtNnznZiChxSzyV1VdKEYVs2XtVtR2xbmtrM0KUZ7+tjvZHMLksRUpE7gZs9UKsE6KAGKZvNd9p2pDXoTBN2s1br64wq4xBcbun4J2wC9rW71Wil+5cGPc4RWqq/E2H7K/Oz2JWxjAi63MB9XhuRzlhF657PYa5EK8an6PGmrf40uwbyAoq/RE8V17wzn4fKLL3axI9srpoV1LpLlKq5pAWYVtITymoC+F39g1Iw5QLm7v7c58rrf1Q8C4R3HXOg9c9tGt2xE7A3klYV7jd0/Zb6cVORJzMuI1nMqFZ0RdZtBFeTmG8qMlpUdwXH5x5zH9TarwNeZ6UgncRJNXewclGVBMasSgqbJEyh2qLhOyajmmnVOMtqQtRajDTFTaQlRp2CxqxHxCFwTCWBxatmiSauDTe2sKsJIpEQq1N9tIyO7Zj2IKLGnCzjfpZiKkVFol15sv2vt3PqzSMaIVIMSa3fOj1R+75MucDherfrRrvGAVvcyErggcz82n+DauxGxLWY2WG7JX02cZV3WMl7feZiMK2WC/VGu/855195b243rVTELwrTFFAwbtE8GvqrApr0balxQFLHU4lhOfi8VnpewRzm2phMuO2wi8TUJXhhb6sPyPPu72sVN1flYb3WhNVOakWJjKGAVnRmfeGMVWMiqhNzQNpcssMP0p9pcbbw7RTvsgWHHsdrViNd4nYmtv7IrsvABO7JYIf+nMCkLylhdGouuXL7xnldlS3e2q8HYK3m8Y7IQ3jRm21P8E7jI+OjGFE6tNDx2IO0DM199JkF97UXP45akzrrzBt0sSMwsyuSqOpC+Xu0kOq8U7bTc01Nd6K8ViMTgyiqqNi2+/uL2+Nt8XUvMIUBRS8SwSZyaod2aDjEN6Ez/0u2mDVKrKsM/G7Atwj7C0RJ0Oue7wlEwcdUzZxP5ZVI20NpzQ1l+3x1sijdY+3ohOE/JkN299iYgreUU2irGUUSZQljWwxRkdD47XQFvWeXXsdrdg93sXOwCCGzYLGssc7Mo232XblwlaUPgFEdCeTsuWAREKt1/ZaNLEL0fbvKZnG24fgrXOEmIibFZne/b6Cu6LyP+JIU5GoZS+pR75M4aJgGu8CmJqnM0bet0ykGu/s99B7vMNmiESObBHLLhBXafaV9r3hJmJ9V2m/reHzn3f2lfkeb0HjXWnzFQreJYKlDWtM1lXXrM7VMsJnt1Vw4X7J7277/WSIgre7gzd5uuZn1eq8VWMkX1xwCN6K6V61ZI+30uJAjF+47qrxdpsElYLGuz868zpA7QykUpG1P539lpZ2oTmtClM/7BO/SltBzlEikrd9kU5V2n77VhHzHaYVztXCaFTdBAVdU3NZ8gmohWGvaO2/27tumb8OP3u8TS/xerlx9m9+XmXGMCKdTFr6HJdoVWOqalFZRk7jXag93gUYU/oEwSdMmzTJvducqXlYjXeF9tdljOyV2uuO7iKlyq+AyrxcrSHPhyl7wVvY411pFnoUvEsEzam3r/v6XUzNVaauUpNv3xpvQeB3GTRV0eY0hxrO1awCjH9yGm9L+orJifBZzJrbHm83j9WlMJia+9oiMzUvgWcqJA7P9Ib1mpZXc9l2BFlaoUyHbYL3EFgUKSZi8RpQb1MJI3yZkxFDIdiHEVLcBIXQpuaq6x7R2n93asD9xyniV+Pttuitc29ce7xdTc0VrzXjskBuZ0DY4lAICmFqLgreUXo1z2m8Qwrz7K1LD1k7c5iaa/Y/qq0I4vhgsbJU1CerqXl5C96WPd4Vpiig4F0i6B0nJruo/urmeMzPCrffPU+ixlvlldGeJ/ueSEA9KRW112LeZHHk7lGamicd96qwlJOOqblC423kfrdfL3zn0tsfrXO1oX6cmAE9wcoumDmidak3QbBPJsPuOSxVSkThbW3LBmD/ahJmP6k4uZc1tTBzFbeJTiiNt8u9nhpvD0Fb1HibQf0sEoiOQPX2eNsXkvULXPXOAqPZ76p+y2j0WSYDmQKbmhdgTOlN5+csQSf5srHP7Ad4nFjlIXul9gVuXa/mquphMTW3aLy923FPmWu8N/M4MRI3Xns+VdcdwpqoiU3LNc+AvUFb07An47fSW0zNXcy/RQKf461tai6nWjKL1Fn4sGi8VauPkE9izCtuDu8KRZSeXLPx5D8PhcmC/RHtZsU6ztXcFmdU9/jF4VytwlaQTUrFuZr9eESV1i5ouzMMI/cOVXFEaSEhon+cmDOOBBIuztW84xW7a4fGW5jNBHGu5vc4MfvT+XmXRsSm5rr50LLA0TU1L5jGW8hbAUzNg07yZQuu5npn6IXOyuyuyxrpHm/bAreuqbkyjYy87qsWbMU8dZex4J3JGDaNd2UpCih4lwhW52oqQU4yQXfRmooDiEPIs8ThnnYoU3PRK6OL1l322bepeYDByXTIY3eGJCOjKCe3s5rley/Nv7by0MlwxJh7vKOazxTq6Jdi4nacWMa2x1utYfKoby71Jgj2OlppzkpKDWv/Kl9YBILv/bRYTBhGDMfPxWlqHmyPN2AVzl29mpsfA5qa69zmbPv6acVpau6WDx3Bu+RMzS1ziHjSEBeagrZJMWumAGRe43FilYdsYbN/wHrNfhKDX1RabmU7Fq6Xs6n5tp4B68lBFTZfoeBdIgTXeKvDWI4Ts1VclXBgGOHNNZWm5vY8qHXL2fCKghDnW/2aXs1l7bYqKde+6Jh8i2OzajXOgLs206nxLnznYp7jHVXa1sWJysRtS0P2N2GwVDreE++R1ZFoBSl7Ha00ZyUmJaPwtvWpqq0FQScUosZDaWoe4hW7mdvqboVWmpoHPE4M8NJ4i8eJycO4EdbU3Nceb5sVRFgMj/7ERGch0MvSrBJNzS0a74DWQDLNvPkuuMe78pDVf/uiTdhFSotzNaF+qSySxOZRzqbmW3b2Wb5zjzeJBR3BW9bQ3QYisRNwaMYtg5l7Gn7pGZCbmruZVsvMxHUmjm772EVkE1zTsZozL/I4VBMAN3NiqXM1ySfnt8LQlzsaJprUdSeAlYKsTlvbk2qAdF+gcLOUCMJQ0XiHnehEhWH7bD0SKZ/HoBMKldMdkXDHz6nv1S1jWQxZr+by8Dqm5qK23OnVXNR4m6bmnlHm8G1qrrG4qyK7WBJdG1RZVNiLVH3Kgpg393zlfQsUpg8puOAdsG+Ubd8zr4Xf412Z/XU5I2tLfQGdqynTUGyz0LFcKedzvEWP5kA0Dg9LCQreJYJ9oiYPI9GMuQizA4rVMsAmHGgKr7qIpuZucaue2dPU3OJcTS7A2MtK1nCrk0mp2aN6z6T0snr/iSF/htzzuby7QhH5cWIhTf/LDWedNizXdI4Tk00m3bzhB8E+8Qvj1KuUKQ2xW21RlP2e/xz0PYgCe9owpP12uOPE1PkKu49e6dVc514XjXcqpMa7VtR46xwnZtjHGP3yNoxoF79k+4sBp3MnrYVAj2yZY27hjhMTP8ckeIvO1SLY451zrmaYcYY8TkyRDikesrpoX0gNa2quEraVx4kJedrZV75jvHiGN6A+bq1coeBdIngd6ZX9wfuSoTBzdZjFQf5bFNVb5VzNzQuszHxXx9Q8rdDq22+VDaYpUeOtyJc1v/Iwbh4m/Xg1L4bKO87jxCqsr5Qi03qJl3Scq0nNhDXNz3WxLw5Vqsa7VLC/X0u7EMIFfQ92ayZZLGFecRR76qR9SsLlHG+NOaqr4J1IOML5mfb61XiHMTVXWUMFxSqY5b/ZyygS52oRW0l54XX0YhT0WkzNA+7xlix+mHkP299a50ekFJBVf/tCqtfCX121e58jyvF+jxPb2VfOGm+rqXmlzVcoeJcIOtVKGsYx+Oc/WydnNqFX5bAkgvptEbwtK3a2gBJhG/DWeItYNd7qBQRZXFXJZG6CprPirwqjPMfbYx+f22JIocg7V4sm7YzinQ4VDEPXuZp7GFl9jVKQqrQ9UyYlYmnu2ESiWhQM6l3e4jhT4cQx6GQlrYjPRF/AVCycKkLraJnFiaxdmZSSmJr70c5bnKtp7fF2/+6GAXU5BrFUsPY5+c9OU3P5/eI93seJmUKlnxwGpyAa7yi8mgv13e5cLayFkY7zV1JYZHXRcZyYh8a7rjrlnoZi/qzSeItVt7s/XbZbFOym5pVmoUfBu0TwK/jlrrnEadV4q8OpvHUHRVw9tmp+7NNR4bNk4qBznJiuabN0j7fCuZraHE8exu2sZqnGe/CS/Zdi9JH5Pd7RxGfxHVBZfaUUqcbb58q0rtAU5XFileYlNE/pSd4OjbcPIUeF/cQK+TakoHG7N9ww9dD9ODGd+/PYj+qRTXLj3ONtx0+5GC4a7yBVQmXBZi8T5UKgjy1CZt0r1KTe6h8hnjQtXs0DTvJl2/dypuZhFzqH+IJ2KSLru+11x1PwrnIXvFXO1VTjt30+LM7FywnnHu/KqvMUvEsEmam1I4zHffYwbscPqM7GjGJcU2m83UzzLEK4aWqu2uMtzNDEjs6qVbLeK4tLdK7mFVbMlz2/qtW47ORKvVhS7OPEBtKZ3LPqLHLoYOn4K3SCIAoIjvdr6G1b8ContwWbINiFqUo7F9OkdDTe1r7CUieEz0G9yw+krYubsroRdK7iJSToVh1VfVUeJ6Zlau52nJhzOuOnPvg9TsyO7z3eGn2DfoTy+6M2NRfPHy/UZLgQ25dEjXfQ55L59sh5NQ+Z8aitEkl4CmNqLp+nq09LsV7fWaaeze1ezYNahpUqFLxLBJ1qJWvo8uOMstgnZyKqwSyK6m0VvMU0reGUaRlmeIXgLXweUAgw9juVGm/JFEtHEyHbz2XHMBTO1SRxFANxNTS648Tyn4v9fIVA2q406oZVO+L8XXZf0HeUyTi1a5Wr8S4N7KblKguHdMAJRb/Nf4cslqDaQa+6EVbrqNR4a4i71v3L1t8kcneI48T8i95+iiWjWJQ1f/OdtiIfDlNzra0v6nTslhaFoNDO1YJO8i2WLIP5NK+Fd66mntuQ4iA1Nbc1imhNzQXB22XOKbKzTM/y7hrUeDfVVwOoPEUBBe8SQbUH0BLG4z57KItQahd6FYNZNBpvucBvH/RVz2x+VGu8859Vz6jzHFWChsNNW+4VRnmmomKPt3lrGOc8UdBn2RIQTZx+vOOWK6q2Azi1m+pFGfeJlNy5WjBkg3TYiWCpUiIKb4cFk2wrDRD8PdgtiaTbFYIK3h6THN1+ynfqGi9PjNMuHFdJJrm+9ngX1NRcb5zRj89aH0zsCw8qvyluTlAt4Qpg9m0nUwBhPwqNt1g5c6bmgxdDn+OtMT8hhUUqeNtMu+2nCtip9RC8xXZpMTVX9NH2PHWXrcY7K3i3jqgFQFNzEhM6K5q6xw6ZDLgMkqoV7igG050KU3PZ0UviN3s4nUUu0bTHb87Ve7zl4VVWAspOMKMwGTb/2hdD3DIbA6q9+GEohHailLC/ersmS0vjLWvXEe7xlgl3lWa6ZVKSpuaG7X0L4YJaHvSnvRfNgjY/b423Xjx+BQQd7bQYpV2bJLu/VPd4ZwxD6QMjbL/ptsdbZyHQLf1+xdauOFFti4sSUfAOuv3DqmQYvDYYVehzvC3phIqKRIDKR4P9PcuscETqPPocy0KXhsbb3r7L1dR886BX85bhNQB4nBiJCa0VTan21K41zX/Oeqc1cp9VkcV5nJjbUSBeGm8dU3O1YO/9JFWW48TkK4si1ti9O0ED7pMYp8bbJbMx0DdgnURFsZKejrgulTqyd2jZ7qEzQEqCyNZyohSkKm0F2UTHXLkQ2K0iVF6Jg2rCnBMyvcUbHbyEhLD+INSm5v6wC9Vyjbd+fOIe7yD4LW7lHu8gpuaKhXR7kaidq8nvd+TNxW9MXPg56iwofRbnasHSsAjHtrIJf5yYvP8gxUH1Dvzv8fYwNVdqvL0X9IHyNzVvHWlqvCvLQo+Cd4mgIzLqOKuyh1Ad/aHUuEXQq4um5iqvjPakZJ91nKtZjxOTx6cilfRrai5fRFAf7SBfFTWvOZdCCjui9g5YO+Uo5lGFmCSVErLtAioPw6r7ZGFkk+/AGm/JIF3ue6ZK3dzS0d8qBJugmjCxzyk3U/MwztXEtmWf1Nq9nKvSUqVTW2CNt3KcCdA0LUKfEK/d1F7LuZpLnbT7FigEqkWFKInC1Fxm6WReC32cmGWdtrT7vqGAqu732U3NPfd4B9V4qx36inSX6Vnepqn56EFT80qz0KPgXSIY1p5VEcb7mr3hmZNup2Zc3qCjqN6iQOdqam7RjjoHdD2Nt8KruUY+q5MJ6R5AnSNXRNzM97w8xFovKIPGgv2oiSgmUkNtZV72Cu1WJ173yUJInfIFLE/ZIF3uztVU2S8VU3PYNNyW/k0IFXQBxH5UpM7YoB23l6l5WK/mITTeYpz2eGQab9m8V6WFsjpX08iMDX+Ct96WJl3sFhYm9udXzV91PYcPKMbbOLFYUcWl8RZNzQO2SZmlk5cSIWw6pDioFjUdpuZhNd5CVdRxrma/3FOGGu9MxsCWQVPz1hFZU/NKs9Cj4F0i6AiN0smVh7RmDpTO48Tkn6Po1JWm5i5ypuz5tZyr2WYSfgZmi6m5RViSh1dpFZTO1QyFACVJ0x5/IbAL3lF0bmLZlbpWMihux4nZPUyrytTLmZHUuVpQQUqq8S7vd6OaHJeK3G3XUKm0dsE13taFU90j6bTi9jpOLKypueq6T2nX7rhIpl2SxalSQlkE7wA1yY81pGHo9Q3a8YkLO0I+7GWkWjzW9c0h1o2ojqD0QsdnRlhEr+ZRHCdmzrvyGu9w+R4K1mPlhK6pudgnybayDPPlXC1/XbVga6+75ehcbXvfQK4/aslpvMvbQs8OBe8SwaopVAhyksmVl/BmDpRmRTb7AZUzlSiEJZWpudueZssvnqvEwjneGXmcOo9RlUxKp1dq82BnOm75VGk1zHsdCxEFHlvtpuZRpB+1v4BSR/oOteqG2OYkv0sXbIKVqCwP5a7xLvUVcPuiompbTWCNt4ZX8yid8QWJV9l7KwRsLY238NmuTZIJ3jKNkyr9mlRKCKORGRu+natpbEPRRaXxDmJq7jYHcHPYGhe6+8/DEInGW/icO8c79z1CU3MK4UVHVfftCyxi/zOsxilke2m8/TpXc5qal5/gbe7vrqtOYnhtFYDSH+/9QsG7RDAUny1hZEKcR5i8yVP2rzk5UQ3UUVRvyzneLkKIyuGQeV2nsdknieYdOoOT1bmaEIdq4UOxWKEaqLPHickEqPzv9vCFxL4fKWpT87g80BYbt0UXuyMtLVNzmcZb6tXcZ0YHkdXPct/jrdLKBjl/OQ7sWy6UJyIE1XjbvJrLYgn6ir003rrdhKofVb4hn5K3/VXLBW9nFDoa7yD47T9VwcN2wxZTc9sjKR26WZymqeNOZ6z1rhAUwm+IKDBFscfb7HPNNhD6ODHFZ1IcVFXEPq6KSu7hEsG71mOPd1jnauVoam56NG8aVpPbPlTuFnp2KHiXCCqNiIjcUZddeLOSN3nKfs8J3op4oxhMewRNqmX/uEw7aH6WCOGqSamOqbnOY/g9Tkylofet8VakU3iNd/SCt4ez7opDZsUhloFqouu12CU3NQ8opFWgxrvUzyG3T5Qt/a3wOfhxYlZhRLooG2F9EQnbT6jWRrSOExNKUuccb12Ha4Dd1Nw/fl5lJhO1xlu+sGOPSrUYqlqIt2NxZloEU/O4FnN7LceJBUtDtiBrXgt6RFk+7vgXH4g+qjmfve8UFwPrB7W3InVV+hpvnT3e9nlDOWq8twxqvJvqq3N9etj2U2pQ8C4RrBM1VcfqIsUpMAVTs0FWDy6BqwazgpqaK77kBW/vfZwOU3Mf+ayyeDX3XvG2Lg6Iq9uqyYzh7iTLY9Ekbhwa7wj6Nrf3XYnY32/WrFhjgFSYkLleC1ic0j3eZTaQOZxGKvqsElF4OwQZpcY7oFra3s6i3ePtnqewZn9hTM3dkO7xloRTarzDHifmo1wMuOzxDlC+loUdl75FayHQJfniHCcm/xwlUXs1789t8TNCxWlimR9W/rBa8qjmyfY5lbiYWB+lqbmij7b3+eV4nJjp0bypvjpnlVpppubOJRgSO+mMgWdWbcK6bT0YM7IO0yc2W0y4tu7sx5+fX4Mt3X1oHlGLtoZsGNnAns5k8MSbG/DEyvV4f0sP3lq33fL7Tx98HcPrqtC5ZSeAfMPMZAw88eYGLH5rg2+ty+KVG3N5P3j3UXj+7c2W79t7+nNhB9JpLF65EWu7dmLN5m5LPL39afz1xffQOrwW67b25K6v2bwDNz26Eu9v3ilNP5HIluGTb27AK2u2WH4bSBt4bvVGPLFig+dzJJPA5h29AICFS9diXNMwzNijRdmprly/HU+s2IAN23stHez7W7ql4V/v3IaMizgtK3Z73bCX7/SJzZ5HVMjqFwA8s2qTJVw8Gm+nyjudMfDUyo1Y/NYGAAnMnNSCQyc049lVmyzXZuzR4vlsQZCVR5B0cvEIdXXpe12WMHYRSEfDZE7CxTzKV3itk16xTA+b2IxkMoEN23sdz2jfyw8Ab2/cgR8vXI73t/Rgl1HD8OFJrcryN9van19Yg+6+NA6d0IzPf3hCTkPop3x1w5rPZ/Zr7Y11lt+fXrURH99/HFLJhKsA45VW2Lph3v/+5m68uGYLgAQmtNRjQHDWBMMuiOc/96Uzlv5UTN+tHT+9amMujvXbeqWrdm7duhn32q6d2LTDOs70D7gL3ivXbcd9L7yHMSNqgQSkdQ6QCwjPv70Js6a0Oa4vXrnRc6vNE29usCwiPbFiA2bs0ZL7Lr61xSs3YvrEZmmMKs26mHdVn+6Gn/7z2dUbsUtTvfS3gbThexywalvzdcp+nFBaMmHvG8hYxuZ3N+3Am5lsu6q2he1Phzc17xvI4PeLV+PtTd0YP2oY9mlrwKbuPuVzyrS9UfXpuTylrYL3bx97C80jai11vHW4fn237/HuT6uPj9PBzdouqnKIqi+M6p2UEvZnmzxmhDTcuq3WOev6bfm5Qp9ECF7bJZ/jmqhMzV96dzMuuusFx9htr2M7fWi8zWfs3LIDb3XJ27/qnqjq31MrN+LPz7+b/Z42cuZhG7b35fr0SqhTFLwLzMKlnZh3/zJ0duUbZFN9NXqFRtm1cwCX/PEly31N9dXYurMfdt7etBOf+e3TyvT+8tL7lu87Bhtiz0BGet/yzq2ez3DaTU/lPicT1gHY/v2NdTss4UW29gzgwrtedFxf+v42LH3/NWX6H2ztwf5XPSg1oznk6kW5Z/TioVfXwpxj/uu1dfjXa+vQVF+N4yUTQwC4+9k1uPvZNY7ryzq3ScP/+j8rpWfD5hXe1k7y36+tw68eWWGpG/bybG+sw5VzpqBjars0TVX9AvImPCZL3rYK4tHs8Rbjy+bnm/e+Ykn7V4+scNz3q0dWoKm+Gj88ZX/lswVBVh5eZagbDwB87x/LLd///fp6Tcd7+euvvr8VH/nRw5a4ZY5YzKjkZWoNaz4jAHz7vqWOuP7+8lrL9+seWSkt/wdf/QDfuHeppa09tOwD/OCB5fjSERPxod1GaZev7ruQPZ+dr9z5Iq5Z8BqunDMFR+8zJnfdlKl00gpbN1R1wk7Wq7mgURR+u+XxVfjFv/LtQXxvuu342dWbpemqFn3c8t1UX+2p8V6+dhu+eveLjus6ZXfu/CWORRQgO6Z4efi1j1efuflpNNVX4+qTpuCljQn8+cU3LPE11VdLJ54qs8Uv/+H53OcFSz9wzYsMP4LoY29uBLBR+ttJv3ocyWTC8p69xgFx0aJr54ByzF3WuQ0Ll3bm7rtmwTLc9NgqS9wvv78NL7+fwp9++iiuOmk/y/t0Ox5UB1l6IrLnFN+hYRiR9eki727aYflu79dlON6BkG9zgcJifRBqeHVaJERZDnH0hWHfSakge7YxI2ulYfttXcvTq/J982sfbIed2xa/7Zq22N7eWJufZ76xbgfeWJets+LYXWVz6qB7jrfzGeXt3/2ecPXPPuY/+/ZmPHf7cwCA97fsxGk3PVUxdYqm5gVk4dJOnDd/iWPCs6W7HzvtLdbGlu7+gjgz+fOS9xyaUDfseSpEHl98t0u5d0VX6AYA2WNu6e7H3c+9GzRrDmRlaQ6c9rL69l+WOuqGPczarh6cN38JFi7tdMTrVr9kQswdz1ifM4p3JwqUz6zeiHPnL3EVoES2dPfjXMWzBUFVHm5l6CceGVf+7VXLdx3B+0/Pr3HELRMYjMGFDJ0yXdvVg3PnL8G585dg444+z3wDzvJ/aWMC59/1krStGQZw46OrcK5m+eq+C93ns96bX0RIIKGVVti64adOGIbap8b2XmvZiu9Ntx2rkC2keeV7S3e/I0+62Mtuw3Z5Gqq0g5hFbunux/l3vYRb3kiiy7YwvaW7X9r/9ijG2g3b9dqJiqi21mztGXC8Zz/jgFsuBjJG7r5rFizDjY+qheC1W3sdadh9C/jBK71snLY8dPVYxvQ31m2LpE8XWbi0Ey++2+Ud0IY9TZlTTfFxwji0tJaLEdnYBoQfJ6PMS6mherZ123oLkr642L5AGOfsmGP3szZlipdcYcYte8YPJO3f656g9U815tu7ikqoUwAF74KRzhiYd/+ysnA4Ve6Ol0odw/Y3yL3z7l/m2G8Xtn5FMXEU83T7k+6ruSrszxY0H6ryUJWh33i08qH0Iuw/roF0BlfZBHsVYUpv3v3L0DeQwZ/eCjY82MtX9130Deg/n3jvNQtes1z1Suuqv72Kq/4WvG74rRP9mYxF8+X27qPsee35j3sMsr/Lt9b7N9cuZ2Rm3HEha2N+uPKvS3HTY6u0woptQfQN4SfNvoGMdnoi9hQee3ND6D5dxGwTQbCnafHdYArekmuB0rJZUUUxtkURV5R5KTVKYc5utm3dcfGeZ63KlJ0eGu8g7y/q+hdkzC/XOmVCwbtAPLNqk5Z2hFQ+KlNzP/d3dvVY9mxHUb+iNjXfItkaoYP92YLgVR6yMgwSjxfq48T8l/Xyzq1YuzX+lfbOrh784Zl3sHUg+F4qsXx138XvF6/2/XwGgLXCnvvegYxnWmu39lruccu7DL91YvGKjZZJSne6MHvU1m+3lmUhxiDxXfYV9Mi64u/782EoFgliPfWjgTMAfLCtT8vCyd4WrE4N9fP6+8WrI7Go2uFijaHbp4uEbRNimlaHq9bjxICQgrfQg6zf2hvJ2AaEHyejGmdLkVKYs+d8cWiOi5ttWmMvK6Ig7y/Kd+7n2YLEX6pwj3eBWLeNQjfJkjc1DzcTEetUFPUralPzMIR9Ht37vcKFzYeOqbku5vmWheCdTe5OX3TxU35vbwqvIY1yFVyVd791YtOOPsv7LpSAZj/DtZBjUBTvstwo1ikOWSdq8XovNuvOQEBT80LWBz/1PKo2sW5bD0YL+37NfkimBQ+CWNS6WzJ0ni3sOBnVOFuKlEKeM4YRKh9e/UKQ9xflOw/zbKXwfoJCwbtAjBnpdChDhjZh52linYqifkVxRqrKtNovYZ9H936vcGHzEeWRQY3DakLlxQ+7NQ+LJB4/5bd7s9zLsx+i9HiqyrvfOjFqeLXFZrZQutlq2/FYhRyDoniX5YaXV/a4GDOyDsOq4zVeNOuOePqKn76+kPXBTz2Pqk1k4xE13uYeb2HBLYQFiFjUNZrvWufZwo6TUY2zpUgp5DmdMULlw8ureZD3F+U7D/NspfB+gkJT8wIxfWIz2hvrSsAgjhQbcwwNKucmkPUeaR4vBERTv6I5Tiz/uWlYsHU9+7MFwas8ZGUYJB4v1Kbm/uPaa+wItDXIvalGSXtjHT4zfTc0VAWvD2L56r6Lz86c4Pv5EgDGCvfUpJKeabU1ZI/OClo3zOfRZfrEZku7qHV33h0ZTcOsh8H4zXcQxHdZkyrkaFf8/X6FVniL9bR1hH67SQAYO7JGeZ65Kg3A5lzNhxz52ZkTtNLzor4mFbpPFwnbJsQ0xTZuLlBEpvEW6nfr8NpIxjYg/DgZ1ThbipTCnD1jGJg+sVl7XDT7fPOECC/riCDvL8p37ufZgsRfqlDwLhCpZCJ3TEypC99VFXBOXiljTtBkGhKvkjd/v3LOFIt2T6xfQYnCSlfc03bq9N0CxWF/tiC4tTdVGfqNRweVVsi+yKETdyKRwFUn7aeVbpjSu3LOFNRUJfHfewTT0NjLV/dd1FQltZ9PvPfCj+2Zu2YMxuWW1lUn7YerTgpeN8zn0S3jVDJpaetuzSyh+BwEezp+8+0X+7vcvWV4TCm5p1+s+wspd9vracJn7ud9YirOPmKiVlixLQQ9TqymKqmdnoj9qQ4bnGyH6dNFwoyb9jQtjtTSuUE+fy0iU3MkoMyz33Jwe34/fWEUeSk1ophThSWdMZBK6o/7n/zQOADA8Nqs0sPL1DzI+4tqbmXGFWTML9c6ZULBu4B0TG3H9XOnoc22wtpUX406D/OhpvrqSFaMvTjpgHbp2dMq7HkqRB4P3r1Jmcd6yfnHKqolGplR9dU48YDozgiscT3H23r9qpOmOOpGwpbFtsY6XD93mvQcQ7N+2Z+rqb4ajTbtFwDHimEkGm9hcvGh3UbhhrnTMLJOT/M9qr4aNyieLQiq9uZWhn7ikfGN4/e2fFfv8c5/PumAdkfcsvqdMQx0TG3HDXOn5c50VtHWWIcb5k7DDXOnSd+9DHv5H9hi4FenHog6SV4SCeCcIyfihrnTMNymwpWVr+670H0+8d4j9hydu2YY+bTG2FbSxbTC1g3zfp2+0jCs79tt/i2+N9k44QdZOma+VVq+pvpqz/O0VdjLrnm4fGuEKm0/fbfJqPpq/OrUA3HWXhmL5QOQfRZZmY2SXKurTmq1bzei0niPrKtCg63PtI+r9rLWNXNPJpC777LZU3DOkROVInt7Y62jLfQL5tJ+5Uiv9GTY38muo+px/dxplv3UZjg/fbpIx9R2h3WIbt7ENDMSR2qWa+mIBG+hj7PX5SDlYMY1rMa7H3e7f4TGOFBumM822mZRYtY/+/wsasz5Q8fUdnxkcosynDl27zeuEQBy76JHw/eD+Yz2/rdN0v7t90TRDs0x397nAf7mv+UE93gXmI6p7Zg1pQ2TvrUAANDeUIfHv3kMfrbodVz3yErlfc9fPgufuekpPLVqE46bMhaj6qtx93NrlOG/cvRk7N5Sj2v/9Sbe2Zx3lDRp9HCsXL9Ded/ksSPxr9fWeT7Hvm0jccWc/XDw7qNw2k1P4fm3N+OEqW340pF74ORfP5kLN7w6iR0eZwmmEoA4Ju3RUo9kElihOI6mrXEYzj1yEs7+/fNoGlaFQyc0Y9HybJ4f+8bROPjqfyrTGl6Typ0LesExk3Hwbs0443fPoD9j4GefOhCfOGgXXPuvN6X3fnSvVvz7jQ2O62NG1kq9yv73tF2ABPCn59+zXFd5Nf/I5NH47IwJuboxqr4a8+bsh6/c/SIAYP4XpmPmpFbXlb6Oqe3Yrfl1rFy/Awfu2ohvnrAvpk9sxjsbu3H0T/9tCds6wjoxjmaPd/6zMSgojmsahpN+9QQAYEJzPb5/yv7o7hnA2fOfBwDsOWYErjppP8zYoyXyVcyOqe04dt+xmPztBwAAn5+5O66Ys5/vdMx2O/Oaf7l6ELYvZij3eAvvfvLYkfj5qR/CAVc9iB19aRwxuRVVqQQeeX295R7zDjMv069ehI2DXky/c+I++N7fs8dqpZLA45cek3vGLTv78c0/v+L6fD/+r/3xXwePd5TL8fuNRWvDMJz6m6dy1w6f1ILfnTk9t6j0/DubcdOjqzClfSS+c+J+mD6xWVq+Zr4/9rN/Y/WGbhyzz2jc9LlDHWHNcPt+5wH0DVaoEbUpy/nS++/SgL/8v48glUzg7Y35/kycqMyc1IoD5z0EAPjf/z4Ap0zb1ZKWvS/+8kcn4ZLj9tauGx1T23HohLfx+IqN1jKbMhbrt/VgyeDZwIZhWNq6rDdMJIA7vngYpk/MtwExb5NGD8dDXz0q910H1UKa+dyf+NXjWPr+VgBAVRL4/RdmYPrEZtzyxCp8/x/LHffNOXAc7n/p/dz3D+/RjCff2oTm4dW47vSDHe/dnvq1px6EMSOzJoLmc5x26HjMmNSCMSPr8MDSTty+2HoE4fnHTMaoYdVoHlGLMSNqkTEMPL1qI4AEZk5qwYw9WpBJDyD9toFvfOZIvLBmG9Zt68mlA2Q954px19dUObz/1lWn8Pilxwx6CO9B6/BaIAFs2N6LC+960bOso+SWMw5FfU0KH//F4wCAX5x2EDr2a8c+33kAGQP46rF74vxj9rSWtaLrTiD7Hs49ahJu+M9KjKqvtkxaL5s9BQOGgd8+thr11Ul092cwsWUYPj52O87/9JGoq7WOEZZjhQKsNFw2ewo2dffhj8+9h4N2bcTHD2jHwqWdeP6dLpx1+ATc8sTqXNg7z56BQyeMyvXdQH7xcf9dmnD4jx4GAPzfpw/EnAN3CTV2JBX3HjdlDB5alp1bnH7YeNzxdPa4phvmTsOsKW3Kd2AeuyaWUNqPbb4NmcVMx9R29A8YuOCuFwAAN33uYByzz9hA5dAxtR1/f7kTf3+5E60javDL06Yp+3HV/U+9tQm3PrkatakEbj3rMF/3lzIdU9sxvrk+1x5//F8HYP9dG3HCtY+haVg1fv2Zg/H+5m4seXczPujqxc6+AbSOrMOuzcMwY2ILkskENmzvzfUp67b2YNOOPjSPqMVAOoOv/+llZdri9GFck9zvilj/zePEchrv/jQMw0DCY4WgY2o7nlixAb9/6h0AwPlT0tL2b7/nwF2bMPOH2XZ4+cf3xZmHTwxc//YYPQLH/fxR1KSS+NKRe2DmpBYcOqEZz7+92dKnV0KdouBdBMSKM6wmpW2SYS4Vn3jgOEwaPdxV8N5nXANm79+O/7y5wSJ4j6qvAaAWvHXH0pYRtZg5KbsCZ2rUxjbUOZ7F0FgSTCWTljNQW0fWob42pRS8DcPICXiTxozE9XMPzg3OXrJjfW1VTvCuTqVw+J6tqKtJob9nAB/abdSgyZg8khF18lVxlaZml1H1eG+L0zu0YSSUeRXLr76mCgNCXg7V7HTMI1fGNNTl3lG/ZNDvtS2IRG1qbn5MCnVg4ujhOHxyK/61/IPctT3HjsDhk1vDJ65ATH9c07DAHXcqmXA4rLJjL0Od48QyRtaczNw/OXJYlfTYHPGeVDKB6qoUgKwAsU9bY+63qmTS8ow6872DBuu+DPvVfdsbLJYcppmr2CeoSCUTqEpm720ZXutqwiiW3PDaKovgPZDJtxWxjEVhU+x6DhzfJE1LvDZ5zAjfdaNvwPl+D9ujBf94pTP33YC1X5V1L4YBHDTe+g7Ez8Nrq3znza09p5KJ3OQMyG5jMN+dqv+b0GJ1kNU8qAUyDMjfuy2aTxy0iyPI+Jb63PUHX13r+P3ovUfj4N2ti1lH7DXa8j0zWC1SyYQ0HzMntWDdtp6c4C2tB4mE8v5CC97JhLWOHLhrE6pTidz7nCSpp6pXnRiM68g9W3HDf1bKx5xEtj22jqzDO5u60TKiFns2bpOWU39AU3NrZrPxHje1DWcfOQmvrd2O59/pwpiGOiQT+Xo7c1KLo/80v4qC6IHj1X2XLn2KowbGNuSFnV1H5ev/3m0NjjS9NN79EWm8rYt4+c/77yLv43TZ0Zs987muOuXZj8voNs+MTsjbUTkjvrv9d23MjS2pZHLwWVvwX4eM9x3vW+u3u/5uPT9bHmaf9nxdNOub2benMwb60hnUVnlbE4nzpD0bDa26JNboPceODLf4NXjr8NoUviZYDlZaXQJoal4y6Di8zAsy1kbiRpXN7NirYeiarIkmZ+bnjGHkOijZpFiXtGG4mmUZRj7eVDJhKYsBDykjJYQ1TbLN+9OSwVLEHJjsqPZuDWQyrubbzp9s+34TQI8gHOsumG8fzKfoRdV+tBAAxzm70ThXE4Wg7F+rlsR5LcyERIe0ZfIT7iwnr/vt9V3H1NwwsvGa76OnX15v7JfEui6+X3vfoKNpcWunds1Wz4C1Lpn36ppSmnl12/OYyRiWemGPe6NwRrWszplxxI29LMz82BegxH5Vla1tvepz74O0Ta/nH7C1QTPPqvZoHzvMd7Jd0S/6RTakeWlqdBHbhCxKlcazGGQM57sR26esnamqh3lb1eCCoaydm9fMuYJbXzAQwtQ8F8fgjdWDC3CmWez2Hmc9std7s46KZRDFEYKm4O2o40LfKQrnsrxa85nNl5j9MPk0FJ/FcpCN8X7IzxuC5TN3fwH63UIjlm06Y+TmYmG7DXMRWkXaMrbJy1Wsi2bRjxAWVXv64ju/UqwrqsUrXdK5Mi2dvjguKHiXCDqrx2aQBBKee0vMn+2O0uyCuB3dPtO6EpcXWM3PNYMDfaAJo2G4CtDi79Upa1n0SzRQIjKNkvnXfAeqMlBNMFUD6oBt4M3l3/zrmFRYwyUTCYtXSp2yzGQM7OhzDoCyYyWcGu8oBO/8Z1PYyFiEEGcZR3n2sjxPUQ4O7nm1l6GOczXDMCxOUHr609J07Jf6LZOu/HPZJwM6Cxt+Foh6FPVG9z2a97tN0OyLQvbvG3f05QRL8SerJYFWdkIhm+xmDMMxURa7M1UNlFk55O4JUG292rP9eCPZQpmI3drDfH/9aQO9kgUIv8drySZcUU3CxGhkcaZKaLKXyRiWd5POGJa2EkSwMcd92a1mPTEFYbfoVdYlfjDzb467Iwb3dsrGV0d/ai7yCQ0isOZduN/sX+zWayrBQiev9kXacM7V5P2a+D5ki4B+MC2KgubTvD+74FBZwrfYz2d9dmSfL2z/5Dkfl8yz7Yh10Zxv1KSSOcVSd380C6MyVAtTQciVaQktgsYFBe8SQWcQMycyiQQ8vZia/UGVbbLk2VFodpiiyZk5OGWM/GSutlq9wu5FNh53QWAgp1lPWrQiMpNqEXGB0Swbs52bWVVpirYpVrmVgrdNU5HDsPyxX87nNWHt8HXqSHZPTz59kx5Jp9hrn3hHsDBqnZhZ/2Y/Z7+IA3NYLbQXYrH1hhwcfGu8pdop64KMAevCyE6F4G2fzIhhxAUa+8Cl0wbdqpa93tmPKDF/9mp7JjmNt0tZ2gVtsy6b21rSGQNbdvbnPpuoNARxzQNlx7VkDKdpqEUQVy3suWjRgi5gumGfYJt1W/Ve3LSBsrz7zbJsZIpqDual8S6lfYNpw7BpvDNWwVvyfrwWOWpcNN7me7IvQMvoj0DTbObfFAxG1GbbtEyYtWfFTHJAMs4ERXwmh+AtRO4leNvz6hS8w+zxFtMR6oYQp9eZzV5sH7S4CZrP7T15i51K03rb52F5wTtcvF4nCInjmWoRX6yLZt1IJrNbBoDw9cINS/tIh0snqjItByh4Fxmz2ur0U3mNt443xWwAh8bb09RcD3HwNzt/wzByAnle4+0dl33SIMYjI2uKNzh4257Ha9XNYmo+eG9C09Tct8Y7rTAZNv96abyTCfSKHb7GeChOgFWmyCa9tmtRaLytJrbO8jTLShxEwnh71UF8P2EF7yg03vYoMkbeSgFQm5o7Nd56puY6ArHbu7enq6o3fk3N3TTx9nZs1uXaqmRO+N4waG5uMTXPKD4rni+sZsau/TfTspuaq8zhRdxMtoMJ3u6/299XToOtuNE+doj3BzU3Fx9LagIelcZb8TmXTgnNhMSFZSD7XsTxVirUeLzrnBm5tF8xLGHcNd6iptk9TRX9wqI54G5qbu9v4zA1Fxf56musbo/EPlYMt12yLcSp8ba1r6j2eCvilPVFfjAtbsKamoeJo1SxbPkzjFwbCaudtSvG7BiGMI9SabxFU/OMKbwmcotIXkeKhcHSPsJqvGlqTgqNllZq8G8iIZ88yLDvIUl5zDB0B1OZqXk6Y+QG5lqP49FUcdnjUeTSYa5mtlUvjWRSYmqe13ibgqL8XtXkUr3HW25qnhe87detF5KJhEVTrTP5tgx+ohlawfZ45z+b0VkFIGe4Qpqah97j7VfwlpqMOxdcxFXpXoXG2z67Tiver30uINO623F7B/YB3z7By5t/eqczIGjv3Nq4fRAXfUeY3vhNwdt6trCQb406FrbqSU3NM3ZTc2s/oHpqd8Hbf96893jb3mM634/LcAjeosZbpgHUymUe2X7u6EzN8/GUvKm5batVOqOj8XbHnAfI6kRuj7eGXxZRmAw6Xpjt3hT0TVNzcfFRlUZukS8Ck3cTsa+xH6UnloVV4y3bWmElLlNz1dngoU3Ne8wtasHGyB0W55fxWrEVGrvG26wXYfsnHUsbcX4tQ+x7cwsCiUSuLsussrzQraqW9hFysSUq8/1ygIJ3kTGrmN4e75zo7b3HO2dq7lfjbZ00qoJbnavlBVbzc43HSp6IUwPovmIq/m7uOzSz6bWf1epcLWm5ZhavvYMzb1E5V/Nrap4TSD33ePs3NVetOtv3c8uuRSF4W4Qg5OtF7prM1DzmQVpMP+yqrJt5NOB0kujmzMgkY1jrls4eb8Nmjipq8p0ab+/36hbEXi/swmbO/FNjUUNcSHKbiKoWSJKJBFoHvWlv2N4HQG2Op2NqHrbOy9qV09Rc7u3fjkyLlo/Tfz59m5oPtkNV2du1MxaNt9TU3F+e49REe+3xLqV9hemM1blof9pwaMDteJV1tavGO/vXfL9ucckW3P1i5t+ci5im5rKtXPYk0pK+JuywJTpWsysMxPmEl3M1e7k5rXZCCN6Wz/JFGLslkh96B9K5hfig2uptoql5xWm8xXmYYNIdstuo9tjjDUBYqNYRvPP5GjZovaFrai7GrltVVe0jCPk93qGiKQuGwCOWB3om2Vmy8waPPd6Df+2CtqdXc1s+VOGtA3Deq7l5Xef4AnUeDNdBKus93eqF1NRoeGk0Zc7VzHtl+4+B/CKCSqh3c67mampuv+4QvBOODt8Lq6m5+2q43ew6CsWzxQlMRnJNsugQt8ZbTN+u5fdDJmN4lpGOqbnM0qFbeM89AxnP++xl1uOyx1tHIHabbNuf2V6XzHt13qOYT7fJmWoQr0ol0DpyUPAePE9dZVKu+iwSRvA2j2qRxWk/d1csGrVFjZtztSCCt/vv9vL30qzYxxJxQUemrfRNjKbmnnu8S0jLYhjWvjvrXM19wcqrdlTnhGrZFierIOxWb/ojMDU3650p6A83Tc2l+6bti5TZ73FovGtSSUcdF61yvE3NbfE6/FSE2ONtyD9brdqCx2/VVvt3jmYYRu6YVnu+KgGL5aEwDyiExjvnvFTxTnZIBe9wpua66yYqi5AgRFWm5QAF7xJB1qjsbdIQKqZXezWFSbuWwvs4MWvHrtKQy476yR4B5N/U3E7atqfNkUfDeQSKmU2vldakReM9eO9gVs13YB8zxDOLVfmVkT1OTJL/wb8OjbfM1Ny2t8gLq8bbfY9336AAZRZJFMcvWbSyg38tGsnc5D4fLvbjxCIaHHQmE/YylJl5e5maZzXekrjFffFugrfd1Fwj366m5g6Nt9zUXMdywSJ4u4RX7cVPJRJoHZ41Nd+4w2lqbhFwhShUk5Ywc3aZJ+9suoZjomw5TkwRn7tzNf/589Z42835TY23QvC2jSWihk2mrfSbZZnD0Dj2eEtNzUtI4203Ne9PZ6wab5mpuUdhi5ZvqiMPc0eOuWm8IzA1N5/NnFuMHNR4yyzKtPZ4hxW8B8uzpirp2Jqncq4mO4HAng27EiDUcWIKi5mojhOz9z1+89rTn7EeeVfBpuZpQ3CuFrLfqNZQ7wYyNU/mTc2D1AvdKZnYF0Wm8abgTQqFH1PzrHO1YBpvL1Nz0WMjoN4Tbu1k8wJrXuMdvGplNDTe9rNAzUmbP4233dTcfA5r2l7PohpkVCvHuUuG4vogyWQ4U3PrHmCJqflgR1k3aJ0QxSK1TMsoMzW3arwLZ2oexrmalgCrofGWnU1rNzWXLYKIV5yCt4upudZxYi6/2UxDVabmOnvJxXz6OU7MJJkUTM23OU3NDUn9s18XCTMZVmmYHKbmsFpKqDXehTU1VwlgqvZoN4vs9enl2QvZ0BSZV/Ok/HM+ndKZ7InjKKB3nJhXUYsTfHufZEZnOht1m4tEoWl2mJqbx4npmJpLFvnCOkg0BYbqVNKxNc9ynJjQJ8nN4q35sB9tGmaBWbxTNXaGErxt7devxnqbre+qPFNzq6VH3olZuHiTSW8lmvmKVe1NrItpIV/DQmi8dV9/pF7NIyrTcoCCd4kgm+vYK7/51ZdzNfseEq8bDWsDVwnqFtO3dN7U3Oxww5mae3fcuePEzOcL4Fwtry23mtjZOzj7+bV2VJ3UQFpuMpy/z/0Znc7VXIMDsB7p0e8xKJsTCbODjmSPt1XicMRrPoM4WYp7kBbTCjM50dHoqoQZEXs0GQO289rl2lRrmVkjcfNqrrOwoWNqbpqu2QVO816dveRhTc1TCcHU3PRqLmq2lWbn8nTC1HlVXXKc423It1vYcT/HO4Dg7fHa7YKA+V31XuxaYfH5Vf4v/BCvV/OE9LNJKWm80xnD8m760zZTc8URhW5UC4vH9nph3pvSMDUX85Exggm9dv8sOVPzvgHJ9iv5IoFV8+47CxbMcbC2ymlqrjqnWFbf7UVhXzwMp/EWPgvXxT5XdmSoLmEFb3vfVXGm5o7jxLKfo+if7FYWdsw5lar+7JAdJyY4V+vW3AZkPZZT6xabZU64d05Tc1JwtM7xHgySSHgfJ5ZzrmYbSLySMWAdyFR9gmwFXtyb5mWe7Yaexntwldrcpz34m7dztfxns2zsptb2iUlQ7X06I98TnBc+3e937PHWGMzEfVZpixma2jzR7KCjOU4s/1m2Z16mBY97kBajDyN462h07UWo69Xcviq9Q7JKLd5mr+fipMveZqNyrmYetaM6TkxnYikuKARyriZqvE2v5gqh1mp2Lk8rTNVTC95201Cn6bkMmRZNjNMvQTXeqvdinyCKzy91NqWVyzxxCsRW52rO30vJuZphWLda2Z2tBdF4i/MAp8Y7+z1/nJg6NrvQH2TIsJ9IYpqaZxeorGHtec2ZmosLACHHj9we76qkw8LPfp66ic5+9GjP8Rb7k/x11ckWfrFb2+iMdZb7HabqlWVqLo5bGSNas2iHcsxGWjEvNVGZmucXyvXqRSDBO0LnakaEZVrqUPAuArJVYp19Smbnmxj850Ze8La+4oxhuArths3UXLUaJ5sIiE5gqlPentdVpG173Jx5FAfvQVNzhcbbngdxImc+m9nQ83u8re8i6CJCf9rdSYnDosH2PZmwCjk6grE4eRcFLrcjJeqq9c9c90KcBJmf0hKNpGWrQsgjvrwQ21YYBzRBNN7y87idYbptEzn7d/t9bs7V7I6itI4T07DMqB/UTNmdq5nR6xzVZjE1dwmv1HgngZbccWJZU3P7xFu6nUHxfGHMVNWm5sH2eLtpjeMwNbe/L/O7qu+1L+KKz79NlnefeZaNF1HNwcStWbJtWhrOhQtGxrAvbHsfJ+YmeScT1smsY8Fl8KvbkWMm9gW/IPXSzL8pcNRVJ5XmpfasmN8tzuciMjWvSSUd2ylUgoWsvttzEe1xYvKUxDTCjG12x45+Txqxm5rH7bel0Fh87WTEPd7h4/ZaXPRyribO+axezf2ZmvcHsCJRnawSBPP5hoDcTcG7GLgdMeVGLoyOxhumczVrwIzhvqJkX3VWdQpepuZVyWRgT7GZjLuwkBE0AuZAaT6v3bzL/qwy52qp3N42M35rel6m5irSGS+v5jaBwdO5mnea4sq1WM/cjhqpi1DjbdU4OgUg86PFbDpujbfFHC+ExltLc2wNIzMLlUXjX+Otb2quM4lye/d5jXdqMG2rRs6PxtvipMZtj/eAtX2bpBIJjBY03obhPLJPtmVE9Xih9ni7OVezezUXXoF6j3fUGm/333N+MsyjpkyNt9K5mk3wHojY1FxyLTqv5kI6kihLydRcHN8A81hKPd8IMpKJhOX57IK1U+OtjsuuyQxSL/PnhpuL5gmMqK2ShnU4q5TU0bDDltmX1lQlHQ4ExX6218PU3LHH2+HVPBrBOxaNd0jnag5T84oTvO2m5qaAG77f8JpfejlXE0+UyO+TFk3NdTXegpVNAME7Kq/mpdQXxwUF7yIgGzh9mZr7SMuh8c4YrvfbV9WUgrdE451dqc97LA1qvmcYhquwYNV4W83F7R2+XfjXOU4sOo13Rr7IYv61/eTUeCdse3+964g4AFpWwxVCQnUqkT9GJgIB2EvILoapuVhssnOXddGZTOgcJybTeMsEbbf77PVKfC77XEBnEuVqmTEYdX11fnIsmrbLPA2rEBeS3Nq4uYBWZ/MVkUwmchrv3oEMtvcOOB3aSUzz1MeJ5T/7ncC7m5pb4xWjVvXAUq1xLk7/bcTtHnHBwixjs+/WNTUXo5ea3vrKLaQScRx7vKXneJeQmsW+1Wogk7GeIiJpN/ZFWxH7KSgq8+38cWLquOzbVoLUS7Pdiws5I+uqpWHt0cdxnFivYGput+oQF/Itx4lJz/G2fu+zOVcLd463dSHPpN+ynSw6U3Md6yW3+yvNq7ndB4v5eF5OjnXwEjRz45mtgpkLptt7JKbmCf+m5mLbDuTVPKTlIr2ak1iRC97e95lBEgkNM27FHu+MYbhWbPskXaW1Fj125/d45ycMValEcI234S4sGIbzLND8Hm9r47d3auJ3c6XRvKTq4GpCabzl+c/+tU2AbNccXs01KonMwyWgNkOrrUrlFkgiMTW3CN7mSm3+d5mjkEKamruZ3HuhdZyYLYjuHu+dGg5QxLvsE5udLhpvrQUDl1dg5reuJi8EW+ulPE8yLBpvl3yZk2H7sYSpRAL1NVW5ScXG7X1KDZ6OczWVF3QdtJ2rQW75YidqU3O3W8S6XDuoGTHriVLwdrHHdtufrotU4x3RDMVrj3cpaVmcgrfVqsOvxVwymZ0zmI/oaC+DzdbctuUWl73NBqmX6ZxVXL7MTQdrjrCSvhKAYw98GPoE6zmH4C0sMHrt8fbUeIfZ421ZyJOPneEE73Aaa8f9MS+mFxqVxjuKLSrVuqbmtjI1rUS2K87xrvOr8Q5iam7ZikGv5rpQ8C4C0rN9fWil7Hu2ZJi/Ok3NDcsMx+vMX7cJSd7sK9v5pwVT81QyGXgykzYM1z1CBgzYzwI1y8NL8BbLLWW7V2VqHljjnfG7x9v63A7nahqd4Q7LOd7eq+E1VUnBq3v4wdIieMuuGc5r8TtXi0YroLNAoOXVXKLF0Rkc3czzXU3NdfKtYWpelUzk2oL9XNNsOO9+TFwgcHP6Zk54zcmDiblIJDpYU03OLYK3Ii2rYza/grfbHm9bndeI2vUc7wBtxE0gEX8zfTwM2PpzO25HUep4eZZhWWgskCZausfb5dkKrYDJZOwLk4alDcvGRlfBO2HdUqU68jC35cAlMrvwGKTrNtu9aEGhNDVXWLOI/V/YYSvvXC3lmC+JgrfFq3nfgNO3hC3eSE3NFZ91Ftd1sPc9fsdkx/0VZ2qu2OMdhcZb07mavT8fPthm+tNGzvlbOpevvDNUXWXDQEhT86i8mkdhRVDqUPAuApYzKAf/+jM199Z4m5XXvmcpnbEK2w3Dqm2/W/PhNtkayBiDnVD2e8aAZe910JUrL0Ehm87g4O04TsyafzfnauZEI2kzsbMPqEE13gMKU3PzknOPt7X8nceJedcRcfXT6zgxIOuxXaUJCYL46nJe4iXCjfgohT5OLKhDLT2Nt4bgLZmw6Qne/7+9Mw+Xoyrz/7equ2/ffc12s5CEJEJCCFkhAQMiAiEKKKAMDDM4w6aiDq4MDA4gOgyCiguC8BsHBwF1QAW3CINsQgJhCdkhZF9ucnO33P3e7q76/VF9qs45dWrpvtV3y/t5njzp213LqbfO9p73Pe/LlcUV1dw5P3JX8+xPuqah2Fa83a7mQPB+cjGdmPexrA+QFW/mRTPGDrDWpwgW5SwEOM+gfj7xGN+iuwifTszf4s2yJvjt8c6nyvq6DHOyZzK2g6t57vH27gfVrua5FbqQ6cTEa+Z2n8GeBloLz6KllX8n6u1L3rJmz2YHEZX7H3thjQXZ9FO8g/u3IOTgagBQ7ulqLl7fdjVXxJjIFz64mrydgnef7RO21wDdUvsPjmo+AMXbw3tHTCeW/6KyvHCWq3V+tLuaywYQfkwcKIkAtx6vLZBlRc5iFVv4YIfwUc17Qlq8xe0boU7xTLeXD7YXwVFg8ibFewgQVrMNJzBZEHZUc02dekWFO52YaZ+ra2LjtcojlsOvEaQNU1p5dv6O6VreDSgV0IAFl3ZXOjHxXPn5RYu36GruLCCIMpDdXYNgt/ByNWe4Ld6i4qJpYmeWq+Jtmo6S57UaXhTXuT3ugZcPRLD0ceVgqAaRQg/SsnKV78psmAWCcBZv98Q3TK5N/lJyO+X39svtLqp0YrrmKGlenhhBE3F+8uo3EXUs3pKruWTxPtzZr9wzz/8vl1E4dgB7Rb0t3hDMUtKfLtizqKxojHwiN/u6DCss3o41MR+L98DcDAGv4GoDviwAURa5pi0bbAuMHDAwI42zqoVpv3fNim/n6ZZOZ5dmirDvFgVXOrE8FG9p7AaAci9Xc6mstqt5HkqCF0yeybjbS4+fi8jzEtnKK4uiX5JVZBZvk68bUbmaD8xiPdrzePdJ8zA2VkTRNQTv8Wb/izLllWsmfzZ+aNxYHTaPt7C4F1bxLkg6sQFdZkRAivcQwA+crOKG2ebqWLzDRDW3UO/xtj6XJ+OuPXTyxM9X8c4YonsKN0FIxPJ3NQ8K0mCY/ODtREYFwuzxdj7LbupR7fFmFqxUxlBOTFQKKfsl49ORhdFP5QGUKfJeq+HJuBN9PmpXc1aV+AGDPYOcezkKa7sXrtRbeVoGwkUHl/9WKd7i36YZ0uLNTb9kazH/3uU6Hyanqp/CLFi8s4M5n9c0IygF/u9RtHiHULwVwdUAoC6rrDZ39rkn59m/DUl5USEsCuVYBz0t3oZo4TZN/7Y1piJpHydb0exr5rOX1ud5+PfE+jf2XX57vFOu73ItstLiHdEsjG87KgPTcLJ4y4uD1gK3e87A4ydq1h+wft4rGCEbD/3qTRSu5nzmE0ZYV3NVcLUB7/HmgqvJWRS8gqsB7rFWLoasqA+knF4LHGJwtfwVHzmwY66KsxzjYfS5mst7vK3PUVhn/TyJAH5e6v6NtRuWzs0uFxdcrSdkvUgJXiThnovvD/oGGKuHnU6u5kRBEC3e1ueglWOTd1/UgicDdh5vRToxVrErihOuCUfYqOas7HJ0UWePt5a3G07Q5N2E212N3SoonZiQxzsmTkic/L/i/XJNJ8Ymsp7B1dj/ir2pvHIn50UMZfH2SAviFc3bCq4W/vpB8M+ryqescjUHCrtCLj9XvpaBUOnEpGPCZDDg93hXFqsnoNZxzmfWRtjgyi/SyANXGAu/bzoxzouFWUfFNHfhJ8Gh04l5uppb/4/lXM29g6s533n1r/ICUC54phOTXc1h+iqh1SUJu1/yCrBmmLlbF/3eKa9sxWOSxdvL1dzHJbKzL63sz4IQLNEF3OPN30d1Tb8uftD3eJuqdGLuOQNPmD3euodi7aQTY67m3teS68ZAFoQEV/Ok2tXcK0sEL598tw4xWF9TFNNtLzgG33fK/aiseAe7mkcVXM35HFU6MbnfCbNYyyO7mud6/nDHpXhn5R5F/+TnScTuB6jHy/LsfIHN+/i95yW2q3k4i7fgZROySUWbTiw7zyDFmygEwmo2lwPbDz6KuBZC87bzeMvpxEzTnkiUJWOuSp7THu+MKQzEliU6u8d7AK7mQfcXXc3FqObyxMAvj7djLXfKDyj2eOcYXC2ZcPId+0WglV+5CVH+8t6cwDqSMVyBNFhdG7TgasLWA/F//h5uBbVwA7X8WPmmFAsTpMylVKsUb+k73uLNLLlKFAquylIUFDAx4NIueLc6las5f25QALrQ6cSCXM2zVuKmjn73vtNcXM0Vi0Jh8XM1lyfKfspBcUJ3LBceAdZU+cqD8Ds8xS1cMiufk04sd1dzwxyYxc2LQrgd5h5cbXAngoaRezoxP5s3ezTb1dxjgYS9X7+66konlseCqSqdmJeruVwUdrsoXc3ZAncirrks3n7IyqrL4h3pHm/uM/euvfKM54q8YJ/rdizZ1XyggbaGG2JwNXFMHCh+nkSAfx5vNm6wXN78tjCWxztscLX80omp62I+2GU/CrTSo+ARhx+q1eugPjljON3tQPZ4G6aTRbY8GQ8MxORv8RZdzcV0YvqAVwO9JnqmqbJ4h3U15xVv0dU8qjzezNU8Y6iDKrFvVL/xHVlXvzyw+1cSVS5o9j69Ot8kr3hHMG9WKTIqBUiu76PF4i17jIRJHWiYzj6smlK15Uc+j01eyxUWcrnVhInG7mvxzv7Eu5p7WbyD3qOssHtN3J10YpKruR1cLetq3uWOaq6ud+r7eAUtCkOfb3A1bgEK/q7AJYmYMjUMj7zPNwx+CpS9JUh3AkoFpRMLWkjtkKxeYUrLDxGFDK7Gl2W4B1fjF7ABlk5M3NIlE8ri7RFcTQ5q5O8pMTBXc8MwOUWfczX38PTxCgQnLvgPbOxwgqvFcjIWuBfJxHIUbo+38zkqi7fc7+S6yOd2VR89Fm/TNAXvpqhdzYOCq6kWkhnygq2jvDqu5qHTiRn8mB7qlEgt3uzxKI83URBUe7yDBo9UxrB7X10LjhjuuJpLFm/DcTkrS8bdrua5KN6SxTtjOC5yAwmuFnRvPs+pozxbv8krrS7Fm7d421HNneta/4v3y1XxZsenDUM5IWLfyfcxTbFuuC3e/vdlg2dRzIlUns7uM/e3eLPrD1z5Fdx7s/8L7rxs9VZWUAu4Qu7a452nZS5cPmzxmLDB1djCSG1Zkee1haA62bKoLN7yHcMobH4TLT7oicriLac+8qNXGpy9rN6sHZTIruZsj3cZczV35/G22xd36VBRzXOcbPrt8ZYt3n7XLuYUbz9X81wtCn4B2dgkK8blLrYt3h7v0Gu/NfNKcAebyk2eqsXk6FzNnbKoXc39LN6RFCE0huTdkM4YksuzIriaz/WcdGLW314BIJ10Yt7XGqirOd/e83E1V+3xjkzxjus5bSsL3ONdoKjmoodRtIo3a8u59jWd2RgPdmrCUWTx7s+I8zg+uFok6cSCXM19LN5l0oItv0hekmtU87yCq0UX1Zw9H+3xJgqCKjBI0ODBW081Lbhysl/lRs1bvCuK44pATDko3oY4QbBW6p1BfKCKt9cgaFm8s4q3fUw4izc/eWTXD7R4e5TD6xUkswGh0h4Wb/s55HRi0oTLZfEOGLjZxLe8OO5YsQwrN7jXqbzFOwK928Pi7f5dnpQXcoVcfvZ8g6uFU2Dlewcr3t39GVv2foo3f3smr6KY7qqfLjf+EKOo37tndVLXuXRiaQ9X8xzSifHXlvFyNbfzeNuu5u50YrlYvDMDmMCHdjUPSKxVnIjZFj8vV3O5rGHw6y+YIhfXdVsBSvtM8ABvt+/qEqvO5hPZnJeT2hKd8yXV9+E+qy7pt68wrHdZVFiLLJzibbijnOeC7WrusaVItkCH8ZRwyppbWfiy8x5tZR6u5vKjsv41ynRibM5QFNcD99vyyItkcjHk4GoD2uPNffbKCJLvgrJpmrbixtpyrnWMtX12/miKai7L1eAWUqPon8K6mqvqeYW0YMuXqzRh/WbNAYPrRj7bN/h6EhQUOQhnj/eALjMiIMV7COBdOtgKcFCfnMpwruYI4f6WPUDes2SajqJpuZpLirfUuINczfkGbZp8cDV9wJ2Sv8U762rO0onZFm85uJp0TSGdmORqzqIhSzJIeli8vSZr7Ph0xlRandg38k8m/KOUhrV4lyfjzmQ6Y/oqmsl4zK4D+aQskpGjOVv/uzt0WcaFXCGXJ5L5WgbycdlWuppLl+EXWKpL/RRvcTIOWHVYTnfnsryEisbuLf9CuZoD3nsB2SCejHvl8bYU746+tGsbhWqi4iWCMPvAvfALrsZjmv7XTnJ7vMV0gOJJue6bDLOYEtc1l6u51yTNy1JsLxr0uSOb50JB83hzssg1evqgW7wN2eIt5/VWjCk+L5v178HB1Zhi7l02uQ/MVZfky867mld4uJqrvIMASUkY4JotW+RTpRPzw23xlturpHgPxNVcWMjjrsm7mqczeQWa60sbdp2ozm51yrWvsRX37PmjSfGWtxTxruZRWGeDFnvYvExutxq8g6tpmobiIqd9hXE359t22NfP1xNyNQ8PKd5DAF9ZmRtiGIu3aTf28JMB/+Bq8cBATEHB1WSLN++2NnCLt7+1nS8fOzIXi7fspm7vpZH6Dy9Xc6/nC3Q1Z/8rJuj+aZ386wgb/MqSjidD2jB8Fc2iuG67IEYTXM35bCoGDMdtSjxvoClh/IjM1TxEGUMFV5OOYe+tJBGz92UFliXD2pnuivztigQcqtx+vzmr6E5U84zrd75cXsiB7XK1eLN6XVkcty39je29wjHOVg6+b1LfR3YhzAWvdmUp2nwfb/pOiIvjaldzt7Uvt/L5PQ8fXC28xdvd38V1zVk0CMhrHITS1bwA6cRU+Fu8BxfDFBXtMBZvv6ez04l57OHOZY93wSzeRR6Kt8f9hDSmA3U156Ka5+JqLnunyKVw7fGOyNWcv5E8l8wnwBp7Dk0DKostxTmXvsYwTHvxuKokq3gP0Po5nJAXdg2uf48iAndQOjE7BauPq3mH5Goe07VslH6rfGGMDflZvDlX84GmE+MWDUY7pHgPAXIDShlGqD3evM07yP3NjmouKa8Z03TSiQ10j3fWjZk/l00YBpJOLOjeBmdZl9OJySu17nRizrVtS4ArnZi8+JCb4s1bvJXB1WzFQPoepq91MlDxzg6gFcm4PYFIG6ZvFG8huFoEuq/K4h3G1XygETH9yyT+HTbKp0wYV8FQFm/pGKZslRbFXEq013m8xVtWTuVbhrG0+E1enT3emnqPN3dqoKu5ZCX2mqAxxVve483qqqZpqMumFGvs6BOOcSLnu7+TEa3iuTUAr/yo/CIpwKKae1+n2CO4WpAFLQj/Pd7OwqW9SJe9vrfF2/0dr3jLW2NyZbDmWyqx+Fu8B9/VXN7jzfcjyj3ePvVLdjV3LXpmz03Yrube1xvoHm9Wx3RNlLlXcDWvxae0oHAOUPFmUc1DGguYQcDtau7fXgeijJrCZ37OJV4zn4wd9oJ9URyJuLNgH5bulLNVqqY0P1f14YzL85AzlEURgTusxVslUnnBlnc11zQNpYnwAdby2ePNR0LvTxsDaov8Av9oxztp7BDy1FNP4Utf+hL27NmDuXPn4vHHH8fs2bOHuliRIbuufPaRN3Ggrcf3nAdf2o6ePmdlMmgZ3kk9JtLW1Yf+7P2bu/ogr9OmpIlxa5c4qeX57Vv7UFPmBEU50t2Hvuz5a7Y3QwsV19ab7r60cjLc1NFrT4bebejAGR8YZy80NHaI1i95pU/j/l+9vRknT6+1JwBpw8TL7x7G+4c6hHN2NXcpy+e12tmVDTSSNky0KOR3qBv4/foGHO4Uf9u47wg0n448nTGxenszDh7pQVNnH1q6+3GgtQeapqG+uhh7mrsBWAN+zF6IMHyrSjymobWrHwCwvbETGcO0Jx8Zw8TrO1vQ2NGLcRXFOHl6re/EJGOYaOKeSZWj3svV/Ft/2ITKkiJMqinBqTPGYMm0Wqzd2YLVO5oAaDhlei0A4LWdzTBMa2W9vTcFM/u5ubMHb23TseXZbVj+gXFYemydXVZ5MHh200FkDBPjypOAZuWCHlNmfT7Y1oN1+9oAaJhWV4p/WDbN8WAIMRptPSjWnf50Bk+t249xFcVYNLUGb+5uzT6TA1swKU3GUOTj5ZHKGFi9vRmNHb1492A7ACCuuxXGzt4U+tMG1u5swSvbD6O507sNM9btacW0mlJsPdSBva3dmFydRJ290m79r+uaLYsN+9rwXy/vQG15Eu3d/fZ1fvPWfrx7sAPrFTLMGKarLPc9/z7OOWGC8L4AnzzeXPuoKytCw5FebGloF475fy/vwIq59dI+UHV95ieIu5q6cM9ftsIwrQnkmIokJlQ69Z6dz9rfNuldMw539KK915HJ6zubfBe1Dh7psbcLPLflEHr6M1g2ow4LjqkWjnt9R7P3RRSkMgaeWrffrttNnX32c9t7vGO6rXD1Zwy8sq3JjrAvo5pTpTIGerPH/+bNvXjijX0oKdIxrqIYje3imMb6W549Ld1CnyPDzhmo91SGa7stivbw7sF29KcNtXdTBJ5AufD6zmZhMSmVMbDjcKf9d2tXvyDL13e24JDk9cHT1ZfGK9ua7LFw/b42zJ9SbfevDdm5By/itYc1NL66C2MrSzGh0uq71u5swZGefuHav35jL46bUCm0E8CahD+yehd2NndBA7BgSg3qq0swuaYEgHsxm+1H5fmvl3dgjdRXtvek8Mq2JmG+lI8lmW/L72XH+32tPZgxrizw3IpkHC3dKWxpaMcr25oAzfK6efG9w8Jx/DsDgMMdfVjbr+HQq7tQV16Ctu5+1JYnXbLjy7hmezNW72jC+43OHORIT8pu1+094vaOb/5hE0qL4jimtgTHT6hES3e/MPY0dvTa/UFjey9auvptxVuDiYNtVj3a0tCBj82zPC0eWb0Lu1u6MbVWHA8ZbPyK6ZptgZUNMmu2N+OV7YexPztfYeO83O/L76aly5IRP1aHmYuERb5XdWkRWrr60NaTggYNy2bUuWKorNvbaiu8B9p6B9RHZQwTrd39vsds3n8Ebd39Llfuzr40SrLu5G/ubsV3Vm3Fe4essZD1q8VFMXT0pT37dB5+oehgl1U27xwr1u8HWrula5goivvPEb3mlLy1frSjmQNdLoyY7du3Y8mSJXjggQdwxhln4Atf+AL279+PV155JdT57e3tqKqqwpEjR1BZWVng0ubOqo0N+Mqv31GmfgrL1889Dlcsm4p5tz3jeUxtWRE+uWgSHn99L9p9AvaMBqpLE+hPG6FW9UqLYsJx9VXFGF+ZxLq9R1AU01zuYX4kYtqg5qusKU2gtTvcPkpdszqypz9/GjRoOP/Hf1MeV1YUE+pifVUxbj1/DgDg9t9vRsORXtdvK+bWu66zamOD6/jyZBz3fHIe9rR04z/+tBWAZWF/91vn4aqH1+K5rY2hniUfqksT+M+LTsSKufX4/rPv4QfPbcvrOroGXLN8Om5aOQePv74HN/1mQ95lYu9ERoO1/DWxqhhd/Rkc6VG/Y3Ycj1cdVB2bKxpMXHXaNJQVF+EHz23D6R8Yg7d2t6IzxyBaugacNXscNu5vF+oHD/++AODSn67GaztbcMfH5+Ibv9toH3fZyVNw50XzsGpjA/7ll+t8XSv5un35yVPw/LuHXfX5iqVTcfdf3vUtf31VMS44qR5Pv9PgWf5CIPdVUVFfVYxPLZ6CHzy3DcdPqMDCqTV47LU9KI7rrqjzPFUlcRzpGdhYwvaAtnH9GOtX9rf14o4/bFaW16vfAYBUKoU//elPWLlyJRIJ91Rx1cYG3PSbDYF9J9/W+XM/84u3Qj1bofBq4ypZhkXVPxTFdc99mmH6E/ae3t7Tiode3qns68aWJ3G4sw+lRTFs/uYKAJaM//2pTS7PlbBUFsfxnUvmedYPGdVYxagqSXj2vwy2CBclch1ftbEB//qbDXm9WxVeY48fpUUx9HDWbHYduY2839iJj3zvRVSVJHDe3An45dq9+Oo5H8DnPzwr8Dnkft/v3fAweZ113Bjftu9H2HvlUvfD1kF2/yjfsapM6YyBw539ePKzy7Boaq3nsas2NuCzj74lvOsJlUncdsEJoed7APD9S+fjEwsmed7Db075P6t34d+f2oSPnliP+/5+YY5PO/TkonsOO8X7D3/4Aw4cOIBrr70WAPD888/jox/9KLq7uwPOtBjOineUg/j3L52PL/1qXSTXOpqJQkEZznzt3ONw8vRafPKB1aGO95MHW4e8/4qFQme8amMDPvuLt5TnaQAunD8Jv1u3H4A1ifzRZQsGbTJ73enT8dOXdkZyncm1ZYISOPoxAWhYOKUab+1tG5Q7PpCtW5/4ySt4e08b7r5kHr72xHr7978/5RgsnzXGs77lwmhv+17wzz13UiXGlCXxgmStG+zyAMDSY+uwWmHV9+p3GH6Kt1/f5MV1p1uKxXBQukcrJQkdW+44L6/3o0KDd/3giep+hYA9A4BhX+9YGwGAdXvb8PH7XsGk6hKcefxY/GLNHvzLWbMwu74i9HM8kH3usO+G9Qk/+ruTkNn9Zs6Kd9T1IKiPUt1/MN/xI1edjOWzxnqWRSWLfOd7KhmEuUfDkV7c/vvN+Ni8evz48tGteA+7Pd4f+9jHbKUbAN59913MmjVrCEsUDRnDxG1Pb4rsenf9eUtk1zqaGY4DcJT87G870e2RG1iFnzzYb7f/frO94p8xTNz++82+5z239ZD9Oep2EMRDLw9c6WbX6U2Nbs8RN9awOFhKN+DULSe4muhqrmkIrG9hGe1t3wv+uTVY2zeGEjP7b42HK72q3wlDmL5JxUMv70RPf2ZQ+6mjjd60gf60EVlbBoLrR771YTC57elNuPWp4V/vHnp5p91H22lMk04a01TGyKn93Pb0Jtz2dPh3w4779p+35mzJL0Q9yKWPGuw5EAB0eXi9+skin/meCbcMwt6DbRk5GqKaD8s93oz+/n5897vfxZe//GXPY/r6+tDX57gotbdbexxSqRRSqcK4cOTDaztbcLA9P1cqFVFeixi9NHf1Y92elsiuZwJoONKL1e834pTptXhtZ4uvq5YJMfqrYQ5u3Y3KI9AwgdXvNwUfSAwIVrdYHIyEJr7AxiO9g+ruPdpp7er3DBI32AQt+vH9Dg8b5+XxPqhv8sIwgW/9YSONsQXENIGHX9keWVv2qx+MfOvDYGFi5MzrjOz7+6dTp+FItyXTsmQMerYV727qzOlZ8nlu6533YXu7ltNcv1D1IEwdZPcf7Pf8zt5WnHX8GGVZguZvucz3ALcMwt5jZ6MVa0GDOax0t7DkUuZhrXjfeuutKCsrw9VXX+15zJ133onbb7/d9f0zzzyD0tLSQhYvJ95s0gCESxVEEFHyxqZtiNq55ZmXX0PzFvOoqtc79jdiGDoJjTqeefk1tLXrADS88/ab4OvX3oaDoHcQHe1d3RhJ8mT9jopnn31W+HsgfdMb7+7BSJLLSOTlt7eiUOOSiqNprBoMXn57K8a3bcbrjZZce9pbsHtXCwAdO/Y1YLDaT3vK3fb9KHQ98KuDg3F/FW9v3Y4/pdxxbsKWJdf5Hi+DsOds3WH1uQcO7Mef/rQ38PjhRtjt0MAwVrz/+te/4r777sOaNWt8927cdNNNgkW8vb0dU6ZMwTnnnDOs9njX7WzB/2x7Y6iLQRyFHD/zWLx8cFek1zxn+Sk4ZXrtUVWvj6kfi13bhtYt92jgnOWn4NknNwJ9vTjjtKW4f8ta+7fpk+uxpe2Qz9lELtRWlqG92T+jxnCC9Ts8qVQKzz77LM4++2xhrjCQvmnxccfg3df3DaishD/LFxyPl//8XqTXVNUPxtE0Vg0Gyxccj5WnTkPzmj3A9q2YNqke08aU4rkDOzG5fgK2tBUueCpPZQKutu9HoeuBXx0cjPurmDl9KlaudGeGCluWXOd7vAzCnjNz2hS81bwfUyZPxsqVcwOPH24wb+swDEvFe+fOnbjssstw3333Yc6cOb7HJpNJJJNJ1/eJRCLnKIeFZNnMcZhQmYzMxWRCZTEO+qQQIQjAioQ+uTY6zw8NwISqYiybOQ4xXcOymeNQX1WMg0d6PYNtlCXjQn7i8RVJHMozgm2u5BPN1es6J06uxkukeBeU+mzdYqlNykvEvn1ybZlvfSNy45jaUhzu6B9Qlo2oCArsyPc7KuQxP6hv8kLXgFs+NhfPbT08Ylx/RxoxXcOnT5uB/351TyRtOUz9YPVhuLqbawDGVyZhmhi08TFfdA349GkzkIjr6Elbb6+ypAhFcUulsFIxhp/vTqhMAtBymtNa7zyJGZVdOc33C1UPwtRBdv8odYEwjK8qUconzPwtl/ke4IzhTAZh7zGlzkrll4jFhpXuFpZcyjzsfKl6enrwsY99DBdeeCE+8YlPoLOzE52dnQNKzD4ciOkabrvghMiu928fPT6yax3NjPYwDpcsmoz+dPi2o3l85v++9fw5dqca0zU7/ZiXLJfPEvcW3fIx98probhm+fRhdZ2RhVVv5k4aPM8hVrdYmrCklDM2EXPqW6541eejDf65i+IxnD1n/JCVBbDKowE4bWad5++A2O+EIUzfpOKa5dNRUhSLdLwmRMZVJFEU1/N6P14E1Q9WH4Zzu7/tghNw+4XDv95ds3y6nc+bxXApS8aRiFnSNU3k1H5uu+AE3HZB+HfDjvu3845HrmmfC1EPcumjotYFwtDnEceD7yNl8p3vyTIIew/2WR92Wmn0DLtHfOaZZ7B582Y89NBDqKiosP/t3r17qIs2YFbMrccDVyy082/myy0fnY1zT/BPWVBXXoTrTp8eeK/RkKu+pjSByuJwzhs1kjwmVBXjtBnqCV8QpUWxQR3Eq0rC15uimNW0T5xcjd6UtzVLJY8HrliIB65YiAlVxa7fVKkiVsytx/2K48uSMdx/xUJMG1MmfP+R2RN8XbGioKY0gQeuWIibVs7BVR/MX2nWNSd1SjoH07mqXgTVlY/Pn4gx5UU5XVNWTMPeKwwagKtPm4rF2fyf582dgHrpHYdB14Cz54zD+Eq3ZxKDvS9Wt7yimsc0za5vdWXesgKs9sm4cP5EjJPuP6GqGNefOSOw/PVVxbju9Ol5PXtYVO+LL3+UTKgqxt+dPAUAENd1nDCxKtR5Ax232DXk67B+5bwT1WOaV78TBq++SQXf1tm5UYzXA8VrIl9dmsi7jqiuWJzwng6G6U/qs2PHBSd5v6fabJutLrX+z+X9eFFRHA9dP9j9vNpynU//y8hlHA5LPVfHh0u9U9UtuY0AQFfWm628OI54jEU1N+3nqPCZm/H9Pns3YeTL+oRzT8hv0ZDdqyxE+wkTZDvXPiqqd+xXtPqqYls+3T4eTSvm1uOeT57k+n5CVTKn+R4A3HDWLKUM2DlFMbHEvNyyTm7QKKr54HPhhReOeOu2Hyvm1uPsOROwZnszXn6/EX/d0oj3Grvs3289fzYOd/Thv1/Z5Yo2W5LQ0ZMysHzWWKXCXFmcQHuvFVnvgSsWYcm0Wnx9xWys2d6M1TuaAGg4ZXotdF1DU2cfxlUUY9HUGry5uxVPvLkXT761377WlJpizC7txmVnLUY8HsdrO5vxwruHsfFA8D6GeZMqceH8SXh1exOe22rlh51aW4LzT5oIw7QGrraefjS09aK+uhjVJUVo701Bg4YfP/++fZ3PnzkDP3l+O5gULl0yBb9a6wRd+Ni8Cbjs5KlYemwdzv7+i2hXpExYeEwN3trTav99zyUnoTQZR2NHL8ZVFOPk6bW45Xcb8Mr2ZsQ0IGMC0+pK0Z/O4MARyxXoa+d+APMmVeO1nc3YsP8IXnzPim5dXZJASUJHc5cl85Vzx2P62HKcOmMMvvDYm2jptsrz4ePGYtmMMfi/LYfw2k4nwnhdWcI+FwAWT63GG7vbPOX6r+cdh5t+4+SRHldRhOPGV+Dl95tRXqSjpCiGw50p3LzyeLz03mH87f1mpDMGetPene4PLl2A57Yews9X78bSY2vx6NVL7Yne2XMm4Iy7/4p9rb04fkIF/vjF5Z6TQFav5932F9tt9dLFU7Bibj3eltJRGaaJidUlAIDLT56Cpo4+PLPF2Q/2jZWzMXtiJS7/f6/Z333uQ8fir1sasfVQJ86ZPQ6LptXi7r9sRdojIPOLXzsTldkBfN5kS7E4YWIlrv7gdHz9ifVIGSa+98l5uPm3G9GbNmzZF+lAfU0pdjd349w54/GjyxfaK/vpTPh+abzkSvbx+RNRURLHI6v3eJ4zf0o1rjtjBs77wcsAgLIiHQ/+4xL89MXteGlbE64741g88OIO4Zx//uA0nD5rHA4e6cGWg+148KWdqCyO49Grl+L8H/8NybiG8+bWo766GLWlSdSWFaGtux/Vpdb/z209hFe3u6PenztnHM6pOIALVhyHO/70LgBg1rhy/PjyhXh9Zwve3N2Ce555DxXJGBIxza7rjLrSBJq7U1gwpRq/um4ZiuI6DrX34pT/eA4A8G8rj8f3n30P3SkD3/r4XFx28jF23TJNE/0ZtcVbzx6zYm49JlSW4OM/ecX+7czjxuD5d5ugAfjF1adgZ1MXbsnmXZ85thz/uuJ4LPvPvwIAPrVoMu68eB6e3+q/D/Gui0/EJYumIKZr+Oo5x2PWLX8Wfj/r+HFo6uzFO/vc/eKHjxuLU46tw9t7WrBqk/s+nzljBmbXV9j98NqdLfjiL99Cc1cKN604HufNq8fp33kecV3Ddz91EsaUJdHY0Ysv/fodAMCk6iSau1Lo5caJG1cch3EVSXzlf53c5x/6wBi8kO2zHr9mKU6eXotHVu8CAMRiWmgr8pu3nI0125vxyvbD2N/aA03TMKmmBEunWwuXr2w/jA372mGaJl7d4dSpz5x+LI6rr8SESqu/BYDXd7YIfXBM1/DYa07b+OkVC9GbNoTf84X1TeyeY8qSgAYcbOvBun1tADRMqyvFPyybZrd1+Vz23AfaetHW3W/LM4jHr1mKg0d60NLVj9ryJNIZw85Lf9qMOswYV47/WW0ZFUoTOm7+6Gzc8jsx1dCsceWoLI7j9V3OOPbo1adg6bF1eOLNvbjxyQ3295//0AwYMPGnDQexq9kK9jN7QgVu+egc/OzVHXhuy2FcvHAS7rxoHi5/aLUw3jx29VJcdP+rrme46oPTcOOK2TjlP55Fa3calyyahFe2NaGB699YvYrpGo70pPD0Ow2YPqYUp80cg/9duw99GQN3XjQXY8uTuPp/3rQto7yMP/K9F7Gzqct1f+sZynHJoimoLU9iXLn1/n78/Das3t6Cqz84PadFmRVz6/GR2eMx89/EtnzXxSdi5rgKXKyQAc/NK4/Ht/64BR29adx18YmC/HnCbHOK68AjVy111XEmkwt//DI2HuhQnlsc19CbNlFTGsfnz5yFypIEfvLC+9jZ1I0zZtXhxey2qK+c/QGs2dGEV7a3YGxFEt+5+ET808PuPbenz6pDUTyG/9vSiFNn1OGRq07Bud9/Ae8fturRR2aPw0/+fpGrjbBtZBXJuK2kZgzDfo6q4gQu+3+vobI4jtNnjcEfNhwEAPzsyiU447ixrufe09KN//jTViw8pgo7m7rR2p0S5kY//+cl+OBM67yBRL9eMbcea3a04OFXdwnfT64uxr62XqyYOwH/sHQqlkyrxZu7W/GT57fh5fctmf7jsqk494QJ9jw6nz6K71tW72jCI2v24EhP8PM8evUpwvx97c4WrN7RBMMEakqLsm7+Vpnue/59/GXTIfQEpEI94zgxx/fYYhPPf/l0FCfVC1Gs7Eu+/SxauDnsSVOqfZ+3unQjGjv6AQBnzx6PB/5hkS03w2TpxAJFMOIZdor30UBM13DarDE4bdYYzJtcg889+pb92/wpNVhwTA1WbTyEHa5ByKqRmqZeFSop0sG2yMQ51xB2Ly+WzajDtsYOQfE+fkIlPlrdiQ/OGoNEIoHlHxiLzr5MKMX7I3Mm4Krlx2ItN1GoKi3CV88Ndo/nFe+vnns8HnhxB4zs6PWPy6YKivdlJ0/FaTOt5/Jqq7VlRcIAqMc0LJMs3CxvINOrzj1hAtp703j8dWsieNLkGnxw1hgs/8BYPP76Hlvxtt6Bc+c7Lz7JXq219jpZnd358yfiEwsmY/vhTkHx1jRxAItlfWyqShLKDri9R+w8p40px7+unI2Xf/g3lCYt68fhzhQWHFODNdmJb9owhYm5TEkyhuPrLVfi8mTC5SKkZ8sY04Mn6DFdE6zCrI7K62iGadqd7IxxFVg+a6ygeM+cUCHsCQeA+upSVJZYg8DHF07GyhPr8eBLO9Dc1a8sy56WbsydVCXcv7asCJ9YOBl3/HELWrr6MXtiFXqzmjuTfV1FMRYeU4Pdzd1YPK1WmGTkkkM4JvlLVZcW2e7TXpQWxQVFs6QojtNmWgs2L21rUua3LIrF7Po891AHHnxpJ2K6Zk+AqkqKcO/fLfC8597WHqXifcr0WsRbDgBwnlvP1oFlM+pQV16Ee555D4l4LOtdIb6vGeMr0LyzBbPGl9syZO8hrmu45vQZeHztXuw43IVZ48qFupU2TPvYoriOmK7ZZYhxMihLitaKaWPKgXebYAI4dUadMIk3TKCH8/wYW5m0rhuwyHvCxCq7bKoFrI+dVI8/rm8A4O4XL5g/CR9fMAnPbSlXKt6zxpXjwvmT7L9PmzUG9dUlaO5K4QP1FXbPkojp9nEH2pxAaMl4HIlYRmjfs+srcdrMMYLiXVfuWCZYXWHtNKFrghLkR9BYsvwD1uRtb0s3ln/nefv7v186FVOkOBNyHwwAJrcD8OTpdagJ8GjIBVZvZS5ePCXUufxz//qNvaEVb/me7zd22p8XTa3Bl885zla8E/EYLpw/yaV4G6aJqlJRFoun1SCma66+dc6kKqw8sR49KQP//couAMCkmlKcNmsMnn+3EcBhjCm33LyrpWvKChXj2LGsDVv15NrTZ2BnU7egePPPyZ7xjA+Mw20XnIA3drVi68EOTKwutdMEymNJTNd8rX/TxpTjquXHCt/9aUMDVm9vQT7+PaqufNHUGt+xkpGI6aguTaCjN42Z4ypcv5cVxdDVnwkVWyRtAEuy71Impmv2mKeiLzthmVBVastm7a4W7GzqxomTa2zF+7gJFfjru1b/E9c1nDxd7eE3e2IVptSU4v+2NKI8GbcWUXqdPm/R1FplHeFdzfuzfWSKe/ie7HdT68pwz6fm4w8bVgEAlkxXPzeb55w4qRrtvRm0dqeE8XTR1IEtxPGojHw1ZUnsa+vFpxZPtueXy2bU4f+2HLIV7w+Mr7B/Gwh83/LHDQdDKd6nzqgT5v9+fTLzWugJiOEhz200eHva8GVnp7E5q98cp7s/bSvdgLWRjb8Hexexo8DiPexczY82ZPcuNrlWVfp0dhVRVPfc5wK5u2vIR6vczsImtuf3g+RbHhXy/fkyel3fME2hHKpnkL8rT8aFVTfxfOd7TYMwcY9zP4oKrK4sIwsgxWCdbmWJej2sRVIyEzHNdsXtTTkT8OJ4zL5/OmP6upoXxXRbjqrj2HeyIqzCMEyh42XKtSF16obJLYRo7rre059BmzQAHenuRypb/5mcZTdkHn6Cy8rB5F+cnTy0cvJksi9Pxu3ry67l8vvyQ9fFutLRm7YnnV6UJmOIcxMMVi/Z/6p5XFzRxgzTGUgTMf8u3qtN88/uvCvnWHbfVMaw5cvD3g3vJcD6L/a+K5JWPZfrFi/norguyFHn/pDffzLu/G0p7/wzmMJ9WFsJ8q7iy6JqAzFdF96Z+JtV1rjHO1CdxvqKTMZZfBCeXxP7GPn9aZrmmrgw6xMPe78xXXctEg0Uuc7lM0keznOvgRRNHD/kdwdlXUpnTKSlvoe1q5RiwgyI/YLcX7I+PSV58ATJXDW+qGB978xx5QCAMeXWFo+mjj5uwcf9nHGfa6rup9v9Xe4ekqpF1JiuIx5iEUrXNJQnrUUCVZ9QkqP7f1ef97jg52XFHrucW4BkfY08lndmlePeVMbzmnGdm0+kDZimiSPdzjis6kes8juu5rGY038xmGJenowLfYNXOdp6rHG5qrTIrhO8QprJwfMsCLn9AI7siuPie+SrYNjFylwI4+mrexjdvGB10c/VHHDPbXpDxtpksmLbCfp95ki7m8V0W4ekQHrsVRwNruakeA8x7sbtPVljA6Vl8XZfS/P4HAqXUusePALm8DasU9I9FNZ8kZ+Zn2h7XT6VMYSGrF6wEP8uL44L9+I7WeFamjiA84M2f05CdzwV5LLxtGUHucpiceW/JPsuZOtuTNeFgZJZ5IoTun3/tGH4ruInE7pdB30Vb4Ubv4y82snGEdmqaBimrYzrmuaaqPelM8KAD1iyYbJmck767EnkFW/bYpuVP5PZ4U7HYsNkX5aM29eXJ7u5WLw1aEJd6exL+br8A9bqNF+H2GSTfaOaYPL9BHs+wzRdSq4XXj+nuUmWqXABYwpCOmOqFW/mns/JjE202PsuL1Yr3v1cPUrEdEGO/PPI75+3xqQzpvC+DNMU6jCr10GvlL+Gqg0kdA0xj0kYa4NeCoWm6I1YX5E2DLvd8Mq18A5iuuv9aVD0M7wcsp9Z3U7EtFDKRi7IdS7s9flqNJwnXwMpm/gu3ddRySplGK5FQPZ3Ruqj2CX5foFd01lgtc6R+zO/hXXTNJXji4r3D8uKt2W1berss8c81XN6LWAB6gVEvr/LlZRCiYzrmm8ZGJrmKLtdESjeHX3eVs60h7LLU550FupZX8OPNSacPrY3ZSif3TpXXITvSWUERUpeqGHwruZ8/yX/XiYZNLxiprCxuLokYdeT1m5n7uNV/nxQKfFMdsmEem4OuD3aoiBMLc51EZPNHXsCFv3lviCM4m2ajjclm7P2+1i8dzdbHmisjskR7FXj3WiFFO8hRm7crM75r6hpysFfH4B2K59ZrHApCnt91inxjxBFY3JbvDnF2+PyGcP0tBg554rfWQOEerIvT5z4MZ8ftGWXbet48b4uxTu70isr3sxdqFW2eOua/Z7604btTlSciNnvIJ1xJkwlisUUy+LNlHeF4p3tSMNYvGXFnSlsfq7muuaehPWmMrYsGG09KXvgZ3KWF614eMXbsRwyhT27kNHp3IPdr6I47iiVLot3Doq3Jq5gd/VlAt0YSxJxQUmzLd7sO8XtVcebpqPkBik9Xm2at0bIHgP8dTOGqVRebYs3N0lyrKzWuWVF/oq3ZQHURO8TrgxuizeneBuGUC4vi3fQpJ1/52qLt2ZPNt2/WeXxVLwVX9ueKobJyZ0/R7Rkui3e7v6MX0Bik1b2XDFdU5ZvIN21PHaFUWYAsXoP531+Ayma1yIKu67qXWQypss6yN6pW3lxL/a4LN7MHVgaf/zG6P6MYfejSW58kelNZbCv1doOIVu8m7v6nS0jiuf066tUxzsePnlYvBV9eTymbgsylsU723cpFuPkcTaoLflavEMs9pZz8wXW1vixxjCcvq83HWDxzo6pfamMrQAzvBaeecWavSe+32SLExXFcWiaJhgFVDDrdk1Zwn6eNsHyHqXF210G27NDWtjl+9XCWLyDj8l1Hh3W1Vye2/QbWqCceUML89L08wpkMSdYsFZ+IQ44uvZ4k+I9xMiN21HSvGuf10+ia3du5XBZkxVKWphBCXA6JX5wjmLfhnx7wdXcYzpkKd7ekx3APahXSIo3v9rOL7zrmiYM+vx1+HPYZ/mdss6OWers1UPJ1ZytoLd0yxZvTVA+7BRMCV1Yee7tdywVMslEzLYcyoqhYZi2EtSXNnxXMwG34s4kI0+MLFdzcd+wcJ2UYQ+0LBJ2W3e/7ermTCR9LN6H3a7mTP7svCbO4s2evZybPMgTAy9XOxUaREWioy/tWpiQ98uVJWOiBVt3rsU/B4/KQp4xTHvCFtRmPV3NuYGYjY0xxWQ+ZXi5mjvRbe1rGo6VFeAs3tLkldXjoqy1m+87+DLICy9JyeLNl8swRcWZ1dWgyYXKcsOTiHm7arN346VQqGTP+op0xnGVVy3isevKCyeqfjCj8DrgtyKovKuCtij4ka/Fm595Dmerx0CKxlcV17vTrAV1WX4pw1T0RVlXcw93cX6xg71f2dVcVur8Xjk/NhRz44vM9sOdME0r4jrLOjCmgnM1l7xeePz6KpWi4wRl8i63F2qLdzhX85iu2cqu2tVcHL+D2lKnj8U7zGKv6GpulZ8fa/ozhl1O0/S2fsb5RXhuDLbL4jH+sWvzruQqTyG2WMFvg1PhWLwdV3Neyctly1cQqjLYruZyRg2d/1wAxTuEzTvX+7JnCHI1Z++rgvOeUHlz8PApylhsI7854q5szJUFx1QjEbOMVo1cvnrW/RdCtsMNUryHGLlx++3xZrBf5AmAsMc7x3V5+XiVxTus8uzs8eauH0lbksoY0uItlFtxnMrVnIcfjEUZe6+2qybLXiIokgZm2eLNLIPuPd66ckuAZfF2LGd+Fu9kXHdNyBiy63hQR+xS3E1xks9/z8ZOlat5L7faPrXOSkXW1p3irLjiRFLFrqYue4Dm95MDjsLGK94MPhepy+Kdi6u55A3R2ZtyK97Sc5cWiXsn2fleQeoAeY+39b/lai56B3jh7Wru3Ezpah5zAqaprEesrqmUvqA93sy9kS1MeHmfJGKiNVxwNTdkxVu0eLP99kFWhrRiAskT072Dk7F34/UOgizefBthiO7+7v3cqmuKix9ZhY3biqBSeOS6mQtye1bt51UhWryH7+RrQIp3gKs54B77+YU0BuuL5MVAdqZq2xOvVAHu/s07TorTXjTNqhteCqq9v3tsuX09poAf7uxzeb3w+LnvqtqQ7Wqeh+atWnAL62qua46yq1K8S6VxKagtdfhs4wqz2Kt0NefGmo7etDQWqe9n7fHOLsKnM2iTFvq99lbzirVj8XbK3cFZxAGnP/B0Nbf3eCeU9SxKi7fqWn22xdvb1TysF0/U5GrAKs3OHf3i/ADO+yrNZikBYGen8YLNK2O6Zt/HV/HOuppPH1OGcRVWwM+DRxx3c/YuhvM2o6ggxXuIcTdu8X8VctAlhuiSmFs55ONVSk1YV3PWsQYFNcsVt8WbV7w9LHeGKTxbmOBqsqu5KoCV9dl7tV21x86rjPLEvVLKY2lbvCXFO55NBSSfXxx3LKdWcLXsQKLYe1YU120lSVacXQFaAhVv2dXc+l+WkWGagjKntHhnB9/pTPHuSTnKpDSR5KkpTaAkEUPaMO1gHvLeITa54F3NGdbkwZEdj7zn2w/5TatczeX3VlIUF75zFG/rf1VdE/d4Owo6v4fXD+/gaioXMLUC3KeQC3s3/ARMXgwo81K8medGnAUl5MortUW+DuiSG6Pgam7k52qeDnA1Z21QRVzRD/KoLd7MGmRA5eKvSZM/lbuy6xl4d//s+8hwWxFUivdAXCnl642+4Gr5Fy7I1RyAy5qcyhiefZHb4s0We9xtVQ6iKfdnXn1BJuPECSmOx6Bp3grqdimwGuBYvJs7+11eLzx+dS7q4GoqS2c8ZLwDjXc1Vyne0jgb1JbyDa7GYIHeAF7xdt6tHCnbaxyPS8Fa5QCnKkU5Y5i2Bb282Bm/eIWWdzVn9wG8x9O2LmePt8pbIJctX0GorOds4Vc2Pg0LV/Mc+9LSkMHV+LHZbxsFjxOETrcXl8IEV5s2pszOAc4HWCNXc2LQkK2QrGHxjVxeMWU/yfVzIO7cfm7cuV6fdaxeE/V8kRVXvmP0unrGMMXJuuIYuTPj81EC0t5taRLsFYmSnzyxwcNLfPLg4rXHW14ZtydUnMstU8T5yNysgwyyeMtRt2XX8VwVbzb2yjISXM01zWURs1bbsxbvMVYaIsviHexqnojpmDHOUtaZ9UV22WULGSqLdwU3eRhQcDXpXXf2pV3ylN97WZEY1Vy2NKtc0VQTbMM0hT28fngN5GJgsuyxHhMP1Sp3UmnxDudqziZDrN8TvEd84jzEOIuV0tU8r+Bqwa7mXq6k7Dm9fldJnpU/xVnsvVwc4zFFrA/FRXmXQPY++OjSqvJF6mo+2hTvAZRN93iX/HVlBVhl8baDq3lFNecXfqWYGCxuh3yu1/gueE1l+04vBXX7YcuqxSveY1lU884+zutF4WruU+dUio5u93eep3miUrgSMT2Ud0ZQVHN5QXggruZh9niXBUQ1ly3XrMxJSbHkXc17+t17vFUy45+/LOns/ee9w3hXdMB596pnS2UM20JeXVrkm90nCvzGdJerecTzWZkwineufan9PgODqzljc1m2jXf2h/NwLE7EbG8zr3RiPf0ZNGSt29PqHMW7gbN4k6s5MWh4pRPj65486LAVdz9X81xxuZoPwOKtTieWd9Gc+0sy4QdqzUNesqu56hnkr+Tom17pxHTNu+NWB1dTC0EemCskV/dSac+YfR6bUHEr7MVxa18sv6rsp3gL6cQkxVC20Obqas4UR9ceby4gl67Y08i7mk/LWryP9PTbg7k9kVRG3tcwc6w16due3efNXBGZ+B1Xc7fFu0zY4y25d+YUXE18ps6+tL3XniG/95KimDCwsruxtql0NY+521jGdCJ6+01mAe/VZf5ZM4qV6KDBkdWptMLNmZ3LJmJd/WqLd0Lpai7dh5s8xjRxwYmXlyu4WrauB7mpqoIE8fjlt1f1gzwqDxgWIT3DBbPyczUP4/HIt+uUrXg7ruaq8g1E8ZafK+y4wb+v4exqPhD8U356KL6+6cS8IlRrrs/yAqusSHmJnF+8Ze3Nq06zxc4ZvMWbC67G7qnaI+6fTszH1TyydGLeGQrE4xxl12v7CU+w4u1n8Q5WMvn5Ars33+ZlBZop+vI8Q3Q1N1wBTlUyY31qUUxHMu5k5RAXLK2y2K7m9tzEfb12zspeVZJQelaE8QIIi9/2MS9vVGBg/eNAyNfiHTa4Wkz39+bg4ffCM3l47b/f02JZuyuK46gpTWBCpbfFm1zNiYLjlSuQ77zlIEyOxVu9Yi5/DoVs8Vbt8Q7raq4IJhbFRIp/Xllu/OX53zKGGSKdmPhteTb6JiMhKPj8tTTP1XYhuBrL460+1PV+ZVdzfkWbh00S+MUbNljwQU6YQiynOSnKKulMXikpBZNswe4I6ojl4GrZS8l9sRDVXHcvLPWmDNs9bmpdqV02Nij7uZprcKwtzO0xIykwzBqrsnjzAWLkAT63dGJu5HRw/HuP6xqKYrowsMquVyrvClXeb9N0FKt8g6vxz2pb3nkvjgCNj9Up0c05a2Vl6cSyA7zsydGfFi3emk8/wi866bq44CQ+A/JyNeevoar/CZ+ATOw5vdwSVaJPcAsHTho89fPHdN29x1tR8/gFMeZi7rwLtXut3CcNBnz9PioU75DnpA3D1fewdiXvu7WDq3Hv1ImJIVpDXenEfLxfeqV9r6r22ygbcAAATRpJREFUn84Y2JkNoMQWPwGgNrvHO2OYdh+ojGru01cpLd7M1TwPk7dqETXuEe9ARtM0W2lVKSeGaQrW5KC25OfSGyqqOedqzuTEt3nZZZzdLynlY+fzePenDVcWFZXM+BzeALd/m9+i05vKllMKrqZYNGJlrSyOe8afCCOTsHjtoS+K6a46yrePobLK5urVyowt/RnDdxGHD7bp5Ykmw/qRZEK367jXHm9+f7emabbirdrjfRQYvEnxHmr07ITb/luxf9uz4/axeOceXE1EFdU89+BqaktNvvC3d6Vh456A/y1tGMK9VatprnRiRXFBHl7P4ScOpcXbQwiuPd7SCrZXcBY2SecXGtjAyaf16EtnhN8YbHLAf88r26493gEdseyqzpSaIFdz2Srb2Ze2JzT1VSUuN6a44rl5mOLNIpvLLttsAqpyiyr3tXjnsMdb8arl+/HvvaQo5qqHttjsvYzua6rSiQHOAJivxVvY422wYnD30jXf+u+kE+Mt3o6VFYDnyjrbM+4EV3N+kyc84jYL0Y2RV6ozRn55vPl37mXd8pqsB1m8VcqlqvxeC6pWcDnvxVcG346ZhdTxPtCVVqVC7GEMgn8Vw3nyNbA83n7XVX9vmO6+gyk27gBp1v++6cRS6v3h3t4vBjfJzo4vivqxt7UH/RkDxQkdk6pL7O+L4rod9ZhNtFX9Uv7pxDxP88TlZq9r2b3rwe+WdzXv6HW7iRumKYypQW0pSldz1n/4u5pbv8VjmmBg4fd4A8ChdmthuqbUelaVktrhFbHcx9XcXthWPJsd0by0yC6TTC7ZRYLw8mJLKraxeXlVRoXXtkWenPN4cwvTfu7mbJyL6ZodzDc4uJoT9yFQ8c4uyLFgueOzruYHBYu39f9oXXTlIcV7GMA3cuUeb0+Lt8jA0olJE1pFxxM6uJqdTiz/FULV4YJV25VjUf2bnE5MJRd+QYFFlua7QL6TFWUcboWeffY62rXHm7N4F8d1n+i3bsWZ1SWmlGcMJzCO7GrOFG9+dZ4fsOWOOmdX8+z/7nRipq3M6YrJzqHs5EzTLHezaskDwHE1V3dfvMXbFKzr4gRURXkyzrkrD2CPd4iFL/69ywF5AHc0duUebz7VHa94S/vhvfDM4y3s8TZd1wf8rd5KV3MpKr3tau4RXK1I4dbqUrz5vpMPrpYR84u783hn7O/9UAUJ4rHiKUS3x1sMrmZ957XHPR7TXf2Z6pq9qj3e3H571eR2KFwp+VcxnN0NB1IyvzHU77ouxVvaMuBcw7qKmE6M9XvilqKwe7z5AFrF0vjCw9zMjx1T7nrOMeWWIsUUb7/0YCpU9TFmK955WLwlubF+Msw8JaZptrIru3EDlrz4fmkwXc2VFm8PV3Pewm39rQuKOHtXbKuAyi2bz+HN358vNwsexyypfunE2CJBdVbZV41fUQZX8xrTldvYJG+jqAnzVLneNhl3AnD6uZvzW9NydzXX7Tmkt8XbcjWfnvVgrK9yW7xV6TNHK6R4DwPEyLzW//y4JHfcbFLi3uOdfxnkU1XWxLCLfKxT8t/P5k9Q9HG5Y+SP5n/LmGZgdHVebqzT4Ttkr/P95K1MJxZyjzcfXK04EfPsbBPShApw3hsf5MRrj3cye6yua7aSwyvbfZIiHdQRy4o6mxDJY5ugDGvuiT9bBa0sTiCma/YgzPBzNQesVdW4rqErG9BDXkn1spQD1uSA3yfMk1s6seBj+PdeptzHn7V4wtuyI0Tc5+pJfzqk4u0VUCnjVrzlS/kNkI7FWxXV3DovbHA1vy0rcnA13o2RtyAYpqg4h3U1VwUJ4vG3ePvvh1W1a95iZHJtxD6HV7x1lcXbfS/eE4XJlt9vr45qTlMDLwYUXM3nZL/ryt5ETLFxKS/Zawiu5tKCI5uAu5R2jwKkMvweb3F84XlfEdGcUZdV3ljfrkwn5iMAdVRz6/8oLN5xbowO7jMdZVd247au7e6X/PAbV3N1NWf34uuLXEamCMd1XVK8Le8z9vzsXdVlF01U6cTsiOU+Fu8OydXca2EbcBYJmIeEyjMiynRiXgsbSsOT5m5TURJm/ShXV3NN0+x5n7/F2xmby4ut4/2i7QOO4l1SFAuMar67WbR4267m7b2uWEDDeM01Mmh0HQbIVhv+f0AR1dz+33vSlbvFW/xb5WoTeo+3vXrsfJdrP6WyDPhZvCEo5ZzFOyOmE1MVg78XUwb4zl3c460ujww/YARFNXfl8S5xlLDihNsFmRGTJlTWZz17f7bynbEHQdUeb/u8OHNRczpO1x7vkHt+bNgeb2lEyRiiMifXKzbgM4W7uqRI+N0vqjlgyZvtDX+/sdO1d8jrPCBr8bb3eMsW7/AubmEmTPx7l98NoLB4qxRvjxzzjqt58CRShWjxdl8/6Nq2xVvham4r3myPd4DFm7+t2+LNTXA1TXBjlPepd6gs3gHvKcPno1XU/0RM93TnZ8/p5Rmg8org4ws4eU25c7jPcd0dGE3pas7FXnAs3o6FYzi6mg9nBpZOLL/z2KSZvV85Or1TNgvR4i16RvWlrUUp+VyvsmUMg8tt7B23wE/xHisp3qqFHT9vAJWiY0c1z2uPt2TxVqT/9ELTNNvCK7txA1lXc25xN8jo0KlwV2fk6mrO+hoxuJpYRtaPWa7l3vWEvStm8VYpymzRlJVBjo9icp5GtuJtp3xUWLx7JFdzpcU7OldzL/mqFueFvncI+kcg9+BqgJWmFPBPKZbhFsWZESC0xTvu5P4OcjWfls1SM64yaR/PFlvYayVXc2JQEDtp9j+3uiY1clYx/SzeuU4OXJYklVUw1z3ePpaq4PKovuOUa4+gdPJvacnVXFUO/is2OPCWMG+Ld7iJghPVXH1sIi6upJZIruNeq5xsoEwq9niz+/PWRHkxhXcx5/N3MuRgabm6mnvv8XbcgDXNnU6Mdd7MxbzKZfF2u9jL2Pu8s+7mAGfxDnA1V+UiBXKLptqX9l8tBsT3rnY1FxUv1R4wr/gDKdvVPGiPt7pu8YsOXivRflZR2+LNR0e33dlExburLy08mxxczd/iLW7T4d0Y+dcn7/FOG6bgzu0FPzGTo68DTvo+Few5vSZpym0vnMVIteChac7eelU6MdWdeNfMlL032FkEUZXvaJj85EvBLN4+Y7a9eJptV3Z0eldkcrbo7bbO8f1eX9qdG9yrbKmMk05MjiHCw2JqqBRv5mrO2rZfXm4VKgWMHR5FVHNxT3xwXAzWd6ncnmVX8yBdyT+PdwhXcz6Pd7Ytq9o8w9vVXFzQZu/KUby9Xc3Ls156cuC03pTTxzKjRlwRgI1xJLtIwPaVq/d4R2nxDu9qLlq8C+FqHmKPdx6dT0mRVVY/xdseD2K5RDXn04k5Qdzcx2VwgEslBlhzVhZ0kS3wyLF4RjOkeA8DZKsNIFY+uZF7tb2B7fGWy5R/1WCKEb86l+tKnVJB5j6HdjU3zEC58J2ZytVcpUTL95RR7bHzmljxCkx5cVy4R3E85q2wKyy/tuKdvSavLMiLFUUKxZtXGGVFOtc83vYeb5+o5n4pXKqyq941Xq7mPi7jfIA1W4EJsJQDTP5ZN31pUM4lmqrXyi+PuMfb7WrO5pNsMq2aX/LXyM/irf6dr//sszxZDuNqzl/HcWfL7vEuZotcohtcvxRczXePd1zsO3k3Rj9Xc8AKDhM0aReCBCks3vGYdzqxeICrucoSxkdlt/e8Scexv+O6nvMkRbaUekVyHgq9O0xwoeHAQESTq6u5/GqcdiVuGZDLllC5mkuxPGQLpn9Uc1Hxlr08TNPEDh+LN1PeGKo94n51WeVV4uzx9j7PC1nhEqPA+7/hmK4Jyq6MYZpCgNeg+uKVLYRPu+mHGFwtuHbaruYxydU8+9xJaVwdW5FVvBVKqjtwmrNwCAAdWSVf04BSO+MKW9j2jmrOFt1VCm6Ue7y9coKr5gi8bAsTXC34mHz2P5cmrHfj8kjkSHNjMxuXgw0t4aKa72WpxJJxW9kG4IpsbkgGktEMKd7DAF4B0n1WrBnsL7mhRhmQxitVUxjsQCUDsnirJoOcQuoKrqb+LW1IrubKyY3zZZnC4u3lwu8nb9XCiacCLe31lZ/F09VcsdfZdjWXLN5JRZA20eIdwtU8ZDoxee+d7GpuGI57oK55u+KywZe5nTHYs6m2QzBmjHUs3m5X83AWb3lQDmN9YKgipssEB1cTByKVkujljSFHgPfC62d+b7MqnzSgnjwzWN3i3QLTUsC3koSzqMQrtf6u5tJ9pL2UjuIqupqnDcMVpbU3lQlWvPmo5or6H9dDuJp7/K4SHx9fIOPhacCPEfI7CZq7yXuD4x7B4Y6GyU++DMzi7XNdxXfyuymOi4uCsjLEyiYsVsXY9iNn/25vSmXxVpcrzQXolMcXRmNHHzr60ojpmm3V4qmTFG91Xm5v4ShdzX36xSBcrub8QnlAn2m5mnuPIZbFm4/b4389r6jmYRZ6ixNi/xMmNgMbx2O66GrubF0Tr1GXVZZULt6O4i3u/Wd1y3ZFL4rbCzt8xhUZe4+3j6u5l7KcD56u5kqLt/O5EAHACrXsyLaxhbJ46xrKssfnZvH2Vrx32m7mZcJcdoIU2VxO+zqaIcV7GBCUTsy1Apv9U3ZNEV3Nc0NW7pKKFGZh2wMrr2DxzrFAquP5+7vTial/M+So5grJ8NetUFi8xXKplXC/a9rvz+MEfuGlojguus0nYp4B3ZjCqgquxu7JOk/VQKJyURfTiRnCPYNWQNk+QGa9NUO4mquCqzHYHu8qz6jmwRbv7QpXc3lF37muhmTcyd8pT0xzsXjLgelU8O9dtcebNW/b1VxxDX7Rgq8bdlTzoHRiPlYuhperuZenQlx39lqLyq/oas7vleQH+b4BuJrbboyStYhX7NkjW4q38hFcZebLqEtt22uibveDHv2Eqi9yym8oXc0B5z0kYprr/QXpIHI07LhHHvKjYO4zAPIXjr/FW1EfYnJ9Fz1J3BZv92IPv0DG9/PuPd7qsqW54GpJaXxhbD3YAQCYWluqTH/KXM29ngvwX8hW9WORupoLHgL+MVl0jVmL1X1rxjAF74KgtuTlah7Gpbpcsrz7KYTOIqel3CZimuAxlFBs4YrrTnBTVXkcxVuMQs76FzuieZKPvO4eGxitLKr5oAVXU19LNUfg6+dQBZ/MZ397mOBq/NjsuJoHpRNz9nj7BVfbnY1ozuLuMMZ7Wrx9bzsqIMV7GJDgLd7Zj3xn7Ypq7hHleECu5tLfcgTsXGDl9UqDEwaVQsBPDOSFAf7yfNmtPd78dd334svpBFdTlysoQrqKRIDFm1944fNIA9YgyL9+3lXHXqHmBgm26GBbvG3F2516SOVqrrJ4s3sG5fHmo1wCjhIg11Pe1Vz3cHUFHEu3K6q5Ys+iDLN4N3f1o7nLGsydPd7qbq+8OJ6NausODAZEv8e7SPJ0kJEHIlUQIX7CyNebsFHNvVDt8ZYndV6eCnx0caXFm3vuCoXizc5h/aKYxkWtiLDjxHRcjrzae519jWxiYe0/DLJ4m3aZWNvg22BC1z1l7ARVVP+uOk1Mh+bv4h9TuJoHu86LFm+vdGJDYXUYIZ7mAyLXLVfyu2f9uxOdXt7jbf0v7FmO8f28ewuS170YacMUrFuAu+2/e7AdADBD4WYOAGMqRIu32oKtPNW6n0/6sXz0MDlDhWo7mTrThNM2ZKWXYZimsJAaHFxNPa7KKc9UlEuWdz8XaHscz/a1clRz9tz8/Km6NGGPh8p0YiyPd7EUOC0jupqXcynPVGMD44gdXG1w0onl4mqu+4xDURCm/8vn2Zk3XY+izTP4YJvMmyOsq3lxQkdRNl6NyuK9KxvRXPaEYa7mh6Q93pROjBgUkgGu5p6Ra6U2KE6Wcqu88tigtHiHvKYquFoU6cT4b+QVSb5svnm8Fc8Q5GouHqsujx92OjHPPd7i/fnylEgW77qypOs8fpAvsRXv7ASrz0klJt89bHA1tj8v7B5v1tEzjwx3Hm8xYrdX3bBdzbmo5rrmTF79FofKknFMzLoybcvuPWRy9DqPTbS80onlYvEOcyj/3lWu5uwSrN6oVpOFdGKqPd4BQWC8rAdCVHOPaKNeA2QiptsTczGqubOvmGFbvFWu5opsAPICHr/opOvqdFwA0N7jTBBZe+lNZQIjIqdsy41TPr4N8u7tMoETCMXPMU5uXsFm2HtIxNyu5oHp0ezgamySo45qPhSECS40HBjMvejyojsb2+To9DKqdGKAM26qlD2vITqVMeyxgPWdct3e2mBZvNmCp8yYMknxVu3Z9mkvfsHY8rN4e7uaq8ZVVVlkpde5thTVPKAs/RlDuVAbZqGXV2itsnm3ZTaOO+nENGG7VkLhSVZVkrA9m1R7smVX87jUfzlRz51yei1sA46ruR3VXBlcLUJXcw8Zq+YIfD3zWnQeGMHvOx+Ld3EoV3NnbM4ruFpMXBDksRXvMaLizXJ5NzCLd/bUKLfMDleGx4h7lKPa4+0XQdHRu+X9XflXWF4pLIrrgem8/LAtvANyNc/N4s2PbmJUc8PTVVv1nSq4mnCbPPats4lPmD3eltXV+S0p7fEeU8FbvN0DpZxOjHc197V4s3Ri3ASAuUuHV7yt49mgxTpSWZaGaXJ7vL1lyFa9+eBqfFsICgDIrC/bDnVk78XOU0+YKlyr9tIe7wgHfEB87+p0YqKLt2pQkyew7BkdV3P/Ouqld4rpxNQKoJcbOx8wT614i/UdEOsWU7xZGxfar1QIFrEVkNOJGUJsgXYulywfSDBogYTlrmXlS8Z1u55Yz6LeI81+80NV93mLfcZjIuJYNRUZD4KeR3Y1J4t3zuSyAJcLKpF7BRNMZ8T3aF8j+78quCfg9Jmqvtwv0CJv3QLcllXmaq4KrAaI45bqfL/7A+oFRD9PoCBky6EYXM26l2oxFHDek6z0MjKmOkWsHyp38zDjDe/CDfjH3ZDHcSudmDu4Gl/2mtIiZxHVN7iaNUbz7zVjmLZnRUVS7DMBL8U762o+aBbv8Hu8+QU3r21WAyGcxTv3OUhpGFdzLguKk23E32uvT7B4e+/x3tVkuZpPk13Nq0SLd8YMnhOOFkjxHgYkFXmihT3CUufDKqbcUMXDcuuc+PsVK6zdQA4W3hizePNly9Xi7V8AObCWvC+aYZiie7mqGPzElk2q5YBgzn1yN3kzZcFLBAnJ9VZImya5mvPRYZ0opG7LtTxRkffEe52ncjVn+/MCFe+05GoOtsdbPM6K1qreN8xj7/EudadL4cvsBZsEtmZX0Z2o5h4Wb5ZnVFfvQcvF1TwMclA9GTmquWrC4dU3pKRAZl54We/4Z3XelXgtbxdrzZ4A8osXGYXFW7W6Lkc156uyr6u57p1OrL2HU7zjTl0PG9Wcj97L7sm8L1RyiOnuVF8yql/FdGL+Fm8rnZj4W1ANTcnB1TzKfxTMffImHwtrGFQylxUpphSlpC0DzkWs/7yCs7K6m4vincqYXB5vMYgWwy+HN2DF/eAV2WjSiQ3E4u3tas4+qzJN8OX0ckU3pOBqYdqSygMhlMU7KVu8/RRvOUipLhgpnKCloqs53yd5lZstQvD3TxumK8834L2wnTFMtGePH7w93uFdzfnb5ruFa6CEyZYi47iah7N4q+KuqOBTDLKxWg4qa6US6wHgtnjbUc0pnRgxFPATcCfnM78Cq7Z4yN0Pb/3ItW/yUlzzgU0WhP3QObYmtcXb+Zz02PcOuDtNOQ+uDF9ONph6raKLkdqVh3jiNRHnLc9lybhwDyudGGfxLne7mvtZvJ3ruKOji8HVshZvblWUrZDW2S5qaV83S3uPN7N423u8Va7mWVdXn1lJVQnb4+1MGIRJpE86McA9CQzc450ULd7y6nLUFu+g4GpONHEoywO43zNrZ046Mf8u3mvSKlq8rf/ld+VlTecjfRum05ZSCis8n8ubIbua+2VHEF3Nxf35fF1lEc0txdk6pqc/THA10dW8vDjOtTHxf1EGwZ2Dqk9k10pnTM89b+zvuJ67q7k7nZja1Xwo5j4jxOAd+QIcQ7UVSbassT47l+Bq/Pst8VW81eXKGIY9FniNL2yxbMZYd0RzhjB2+ViwVaj6moHs8ZYVLr4Ns3t5WbzZfSu8LN6GmE4sjNFB9T7CBVcTy+DX38uR5eMxTfAYYufyfWpVSZHgheNVbuZqzte7tGHaAbr4/fBewdXY/m7rvn4W76GJai64mhcguFqYaqzabhZEcRjFm8tywepUX9rwlbXoaq4OrravtRumadXTujJx4Ycp3m3dKSHQaa66wkiEFO9hgDKdmOBqLineYBZvb1fz3BeBgy2JYa0g9uLBgFzNVfd3vnRFNfdZOBD3ePvfywmu5uVqzn0e4D56RkJSRMRnERXmuvIgV3MxuJr8PY86uBof1Vzc453KmL5psnrsqOZicDWlq3mITpZZvKtLeIt3eFfzmWNlxZudp7a82AFist8V3uLt3Fu9xztrac7+rVrtlpUy9mfYdGJe46oquJo8V/a6Nm95BpzJjZ/Fu0OleNvpxJzj3cGmRFdzIR2Xog2XF8ftvqM3HbzH2w4S1OtYvOUAhio5hFG8VUeI5c8ep6nfcUzXXO8kMKq5nYaKczU/CiY6UeLlDVUI5KwFrE2kvFzNFRbvmMJLSL3HW10P0oo83iplckJlMSqKvfNbi2OXYmHdpx5G7WouK1xiTB1/V3N2qKz0MgzTFMYmv3kTu69K8Q6jYMru7n5tWc6lHtM1pcWbL3uQxbtLcjUX+v2MYadKq1AGVxOvx9zMK5JxZ1FTd/f9kVq8c1C8+fsWossMEzsir+Bq2Tze3b5Rzbl0Ypx3gl+ANabI+6UTY27mU+tKXf1LZUncXgg8eKSXS/s6+scjUryHAaLinf2fd32SV9c8LN58Z5Cr+5Ws7CmPCaloxkNYqoJQRzV3PhfJFm/eGu5SvPnP7uvyHUJ5YHA17plybD1eMhD2eCetyNrs0GIu1zEgDp5Mvup0Yu6gPH4B9PzSifErlX7uR33S5MxJJyYeJ0Q196kWNVlLd2lRzFZShUBBIV3NGbbFW1jRdyaK5Sy4Wkyc3LJniXpvp5jHWxXV3Ppftycq7omYbDliz+hYvP3bnVc9V6cTkyzeHg0gEdNce/2s8rNVddHDA5CCq7Go5nY6MefaruBqnnm8DaUlrIxzFc/H1byMc1W3FW+FjIM8DQCP9FH2JNfwbCPsvERMd/UpQTXUSSfmLILoujYs3PtGyh7vKCf+PKrhQd57zP7OeLias6P59pdQxMUIciPlUaUTU+HlZs5QbZPi8XU190k/lo+ruSw3UV7WZ68gnOy+ZR6Ktyu4mq9XlzX+qHJ5h6lnchn8+nvZ1TwhRTWPKzzoqksSTtwMhdLX0Se6kvPjs5ereUKqw4y2HpbDW73QzmQV1ThsmurFWUAdXJivZoUIABbmqfLpe5hXQyhX85huBUfVxAVnFU46Md2ej8tzFK/AaoAlQz6XN6UTIwYVXvFmDZqvfC6LN1O8pTbID1y5jkX8HTxdzUM2CDuY2IAs3oqBliuAvMdbcDWPq5URQD250RWKt2ceb36/eK4Wb4/v5eBqfJmKE2IApbHSqjUgpxNzrxRb14m5yqsMrqbY411SFENZUXCKCXdUcws/V3O/AawyKwtN05wop8J+Rf/uq648KQRmY6fydYe3pssWb96aVIjJtqh4+wRXy/6tWu2WXVFtxXuAe7z51DFeUc39onnzlg9nP6q7TMwSonQ1VwZXE+9VLLl02u+OS8fFU5GMc3U9hKt5RnQ1r0i6Xc1V1rswKVH8FC2+/LLcBYu3rHjnmE6MLZ4Mh8jmIyWqecEUb8V3/F5qfj++HJ3evgbzmFNYCgFnsTInxdswOLdS73qSk+Kdq6u5z57w/NKJiQoCL2c7nZiHYm2nE/MMribt8fYpR7WteLuVojDWzQpZ8fZZDK0skXJ+xzThfdrpSfnxsayIs3iLMutPG3ZfXZG1eGuaGGdD5WruZfE+ko3FUuOxtYzJKipXcz8FPsjVfCRRkl3U93c1F8dmVq1UaQcZgqu5l8XbTiUmBlZjjK+0+oRD7b3c1rrRr3kP/WhLKPeL+O7x9rgOP8DmbvHmFdeB7fFm5RUs3jnv8XZ/x7dHP4u3y9VcWABQTZKdz2ww9eqUYwFKPEMlfq8ORc7jzd+nOBETys9PXthENZSredwd1TypyP8tphNzOlYmF98VUDmqeVYIbsXbtJU5rz3eFcVxYbVbFWylKOa24svwk0HdHlSc8/jVdXmPNz/BLkQk46IAxdsdXC2MxRvCscHpxLy+d1u8XXu8Pdo0n04McCKDO6vq7oWuDt/gamolAhAX2SyLN7/H2122csHinQmhqEqu5sVxVxsL6r+9UB3j7FE37PK79njbFm+3pTq0q7n0LnIN0lYIRsq8tnAWb3d94C2xca5+szLIZWGX4Oskf41in3RiXqQNUwikBKgXeLxyeDPGchbX3C3e7jbGvsoruJps8eYaEpOdZzqxbDllpde+tiG6mvtNfdh2KtX7yG+Pt/pmfL/HSOia4DVmpxOLyxZvpniL5eEXS4XgaZyi3qnI4+0VvLStR4xobj0PZ/HOfh9V+/O7jtLVvMAdVKEuz6Ka+7uai+NBcfbx/foJ3sORjdVpwxS2fuxuZq7m6tgPbJ93wxHO4n0UmLxJ8R4GqNxaRIu3rGSqK+ZAFor4U2VrsuoYP1h5YwEKrx9ql3Dns1cZAdUe7/D3CnI11wTFO0eLt8fh8h5v/lhZYZbTsgCSqzlTCuTgagp5Kfd4cyuWfLqIMJEunajm1rH2Hm/Z1dzwtuYx+MGX/1vOWx20SMTnlWX30jTNbnOCxTspWrz5FflCKN7iHm/1JA5w6oIqsIprj3f274G6miv3eEuX8soZG8u6L7Ny2xbv7P/8eX55vJ10Yty1fV3NuUlfxlBOrMo4i3VfWn0MD1NUBVdzyatEHaHZ97IAAvZ4Zxw3SHc6MXZflat5SIu3Ec4jgnBTqHRiKoTo5DFdqN+At/XPK7Apq7t+liyZtCKquQo5poZMnWDx9h/fZfwt3rm/j5T0DlUeAqWerubW/76u5kJUc+8HY55cKldz2SqvwuVq7tGeyzhPH0ZMcjWPqVzNSxN2fy27mjupSnVBQeb7MDn4Gv+7/HytXVlXcz6mi9LiHU3787Ocq+ZLhV4YDLPHOx/YAlJviOBqdtyg7OvqCOHhyKcTA8R5ys4my+I9XeFqDgATqkoAyHu8vZ9ltOA92yMGDb5zWb29GSdPrxWmTwfbuoXjV29vwhkfGOe6TlNHr/35nb1tmF1fGcrlEQAyXGM51N6rDOQUtltYs6MZS4+tE1a+Nu1vQ3/aEBqoqwzc8b2pDDJSZOLXtjfbn3c1dSNjmIjpGjKGiSPZwBwAsL2xQ7huQ1uP/fmtPa2YWF0iyIXv7zYfaMeY8qSgeLB3EtM1oTw7D4v3YeWxrmm6zvdaMd3R3Gl/3t3chf60Y+3a09JlR6UEgHcb2u3P7x3qQMYwBevG9sYOfHDmGJdbeVNnH8ZVim7q+1odGRbFreM37G/Df/55C9p7UtiddRN6t6EDpdnff/rC+/j9O/tRkUygIZsmQtM01FcXoyO7R6sx+/17hzrw0EvbcaS7T7jv3au24HC2rr69pxXHTahwySSu64I8K7NBe7r707Y8AdFbAbByM/PnHctF2WXPa50nKqgA0Nhhdf5Mdp29KVzz87UYX1mMD4x3l3GgMDcsAHj3YLtSDnybaO3qc/3++o5mLJs5xm4HrN6yd7d6exP+bskxnu1O3mfH6OpL4902DZXbmnC4w7rvpgPtOOXYOvte7T39ynMPd/Th5fcOQweQAXDXn7egKB7Di+8eBgCs39tq9wVsC8PmhiP4zqqtqCpJYMdhqz3saOxEf9qwU4EBwLq9bTh2bLn9/vi6v37fESC7N23DvjZsPSS2T8B6x2wxYt3uFuxt7XEdw7Ol4Qi++NibeGNXa7ZMHViSrXt9aQOrtze7vG+Y/F55vwlLj63zvPb6fUcwd1KVcoFyb0s3/rj+AADgcHuvUOf7M9aEZ1dTp2uytnl/Oz44c6znPdftbcVDL21HVzav+Tv7jmBqXZnQ/wNAS2ev61y+H8yFsOcZij4z13sNBl4piFTwfRH7m7GrqUvof3r7rb6Ll8Phduc99PSncTDbt778XiPe2NWCQ0fE+rtuTxsWHlMDnev/N+4/gpMmV2f7eauurt/b5irrK9ualM/Q1NFrR5x+92A7TpxUpVR2p41Ru5MyajkX4m2NnfjQceNCv99NB4645jOsCDsPd+KLj72J5q4USpMxnDytDpedfAwef303Xt/Zgp7+DOZOqkJNWRHae1MwTasd8DR29GH19mYsmlqDjmzbONzhbgOAM4fwCr7W3ZdGnHsseT7C05ddAHljVys0bEdbTwoaNJwyvRZbD7V7nsfYz43hgLeS392fxpYG8XqbD7Rh4eQq+++3d7fig7PG2nMBANjb3I2JWeWoL52xZbR2Zwuefme/dU9A2dfd88y7WL+vDQCwh5uvsYWg1e8fxt8/dASlyRgWT63F5mz52NwvJsWeYG1lzY4mfGfVVtSUFqGmNIZdR6zxKAGrfb2+swWNHb0YV1Fsl3X1jiYYpqXUt/X0o6GtV9iGJrOzscvVdr3mhFERdgEp13uzBewdTZ323K6xvQ+9qQzmTa7GKdNrsWF/GwA2Nk9FUfbS//23ndjR2Il/WDZNmENkDNNWyt892IFjxziLbnf/ZSvGVRSjtasf+7Lj6+SaEmXZxmUNSW/tbrHTvr7f2OmS/WhDMwu1zDJEtLe3o6qqCkeOHEFlZeVQFyeQVRsb8PUn1tv5CwFrlbGnP+MbQToM9VXFuPX8OVgxt973uDv/tBkPvrxTUEB1DfjQhAx++rnzkEgksGpjA258coOQ8sGPoriOVNoQlHVdA65ZPh03rZzjOn7Vxgbc/vvNaDjiDHbVpQm0dXvfr76qGBecVI9fvbHP9ziZ6tIE/vOiE7Fibj1WbWzAv/5mg3B+dWkCHb1pYZLE7vX463uFdyWX59bzrWf70q/esVOwAJYrcbfPiiOPron71jR4L3pUlyZgcPkv2Xe9qYywX9uL6tIELl08GY+s2RO6fFHj9Xx+8mQWcNV758+76Tcb7A496Dz2e3dfGv0FShnkh6ps1aUJ9KcN33fD3qFXO9A04FpFu1u1sQE3/HKd4OUQpoyXLp6Mp99pENpqrugacNbscXj1/WY71VcuZfjPi04EAHzjd5twuNNZkPBrK4VCbq88pUWWG55ffeP7oq/8+h1PeQTVXYamFc46E2ZMWbWxAZ/5xVs5nbdqYwO++r/rBY+asONXKpXCn/70J6xcuRKJhPdkOgpybTP8M6jGOLnuBI15YaguTcA0xfRMbPx6+NXdA55XVJcm0N2fcS3O83VZZtXGBtz8241o6XIW62TZfOlX6+zMGCrk47/863ciH7P82jJPaVEMGcM/y8dgwfeH8lwyn2vJ403Y+UhQX1dWFMMVS4/Bz1/dHdh+cp3bTahM4sL5E13j0kDGA7lvzrd/CsOqjQ347C/eCl3WsPdWlTscJnifLH7ururHguSs6htUc29GlLIdLHLRPUnxHkJybWy5wprN/Vcs9KzAd/5pM3760k6PK5i4+rRpWDy9LtJyXne6qAQUWg5+5XjwpZ0jJKQPQQwMvt2plCNi6Lju9Ok+/fDwQoP3mOLVl/uNRfmcwzNYine+bUYDcO1RNNY8IL2voPd7bQ51n8lypLQVYuTjNU8M2z8Fkc/8N8y9BzbGi4o34+w54/B/mxvz7sdY3xDmmf3GmeFILron7fEeIjKGidt/v7mgAzG79u2/36zcy9ifNvDQy/4D2H+9shu3PR1tOR96eae9Wj4YcvArx9EwESIIwGl3GcPEbU9vGuriEBwPjjBFQjWm+PXlXmNRPucMBQNpMyaOrrGGf19B79dEbnU/1+MJYqB4td0o+qd8579B9x74GK928352AEo3YJW3P22Efubh0PcXAlK8h4jXd7YMyFUzLCasiIGv72xx/fbI6l0BblUaTFg59qLEMK17A4MnB69yEMTRAmt3r+9swcF2935xYugYSV2R15gS1JerzsvnnKFgoG3maBpr+PcVZnzPV+kgiMHAr+0OtH8ayPzX797DdYxvONKLR1bvCvXMw6XvLwQUXG2IaPQI3DGY99vd0q04cnBg9x5sORDE0czulm6MqXDngieIXJH77rB9OX9cPucMBUN9/5EGkxfJjTgayLeeR9E+VNcYzu0uV71jOD9LvpDFe4gYV1E85PebWusfhbSQsHsPthwI4mhmam0ptTkiEuR6FLZe8cflc85QMNT3H2kweZHciKOBfOt5FO1DdY3h3O5y1TuG87PkCyneQ8TJ02tRX1UcOjd2vmiwIgSyVDQ8/7BsWkDOPBManCT3UaFr1r2BwZODVzlGb8ICghBh7e7k6bWYUElW7+HESOqHvMaUoL5cdV4+5wwFA20zR9NYw7+vMON7rnI5WuRIDA/82u5A+yfWPvLB796FHOMH0v7qq4rxD8umhXrm4dL3FwJSvIeImK7ZKY8KNZCw6956/hxlTryiuI5rlk/3vcZVp03FbRfMibSM1yyfbucEHAw5+JWjUPelyUG05CtPeg8OrN3FdA23XXDCUBcnEkbL+732dP9+eLihGlP8+nKvsSifc4aCgbQZDYUda4Yb/PsKer8sSnlYcj2eIAaKV9uNon9i7SPfxSevew98jFdvbD97zjjh/rly6/lzUBTXQz/zcOj7CwEp3kPIirn1uP+KhZggrf5UlybsnK0DYUJVcWA4/ptWzsF1p093Wb51DfhwvYEbVxxnlzOXlblkXIemuKacSgzIXw71VcW47vTpymPke/PUlCbwwBULcdPKOaHv63cv/pgHrliIBxTXLC2K+ZaJR/UuvFCVtbo0gdKiWKh71ZQmAp+r0Hg9np88/epGvuex39mi0GDj9S6D3k3QO9QU7W7F3Ho8cMXCnN87u1e+q/QMXbMG8XzqHWu/qvcbZoyOehj3u2dZUcz3Gfm+KOh9qOqC6tZh+5l8qA8YU7z6cr+xKJ9zhoJ82gyTl9dYI9edKMb+fMevXK6vGl9YXZbfV9D7DVP32TPkcnw+hJ3jlxXFQo+xhYbvDwtRd2SZeIkoqK8rS8ZC10FWX8OOM/VVSeXxA+kKg+aJUfVP+cyvw9w73zFeBZu7P/SPS5SyCJKz3DcEPXPQODPSoTzew4CMYeL1nS1o7OjFuArHtYJ9V1tShM0H2/Hm7laUFcVw0cLJOOXYOqzd2YJXth/GgbZeTKopwdLpddB1DU2dffZ1wq4W9acNPLJ6F3a3dGNqbSn+bvEk/N8zq4TcqKycB4/0oKmzDy3d/Who60V9dTGqS4rQ3puCBg3LZtRh6bF1yBimcM1/WDbNV6kJksOYsiSgwfV8GcPEmu3NWL2jCcjef8m0Wry5u9Uua1uPWDZeLkH39bqXYQI1pUUYU5HEhEpR3qprZgwTD7+yHS++uRXFNWOh6TFUJOP4+PxJiMd1+7kWTa3Bm7tb7XP5v1UyUJUVgFIma3e2CN8xWfDPlTZMtPekcLijH+VJq74tnlaLx17bjZ3NXTBNExXJBBqO9AAANE1DfXUxakuTGFORxJjSImw91IG9rd2YUlOC4ydUoqmzz/rX1YcNe4+gL2NgSk0pLs7WZfauWrr6UVseTp7suQ8e6cHhjh7s3bYF555+CpbNHBfqPD95vrqtCU++vQ9dfWmMryzG/CnVONKTQnVpEVq6rPpkcu9/XLl1ncb2XrR09aO6tAht3daz8L/xdfGU6bWu9ur1LlXtblJNCU6dMcb1Dl9+vxEb9rWjNBnDydPqcOWp3u2OncP6EfYea0pj2LHpHSxZsgRv7j2irC+sTOx5mVz4ZzvY1oN1+9qQNkw0dfRhfGUxpo8ps/sCuT1VlSSEfsSvzqreL2srB1q77fsebu8FNA0Vybjdd/LHWFFrTVQVFwGa9U5ry6znaenux/6WbjR3pWx5XrF0KtbtbXPd06uv4d/fofZuvLl+K2bNmonTZo1T9kV+/YtcPxZNrXHJh/V9B1q78dbeVjS296OsSMeciVWoK08K74mXsWosYfVZ1Sb9ULW7oPPyOQcYvDzefDnld1RdmsD6bF3SNWDBlBrUV5e4nsGrvoZt70unW/Xple2HsT7bj06uLsEJE6swtrLYs57I45fc3vk+rKGtC39b+w5OXTwPHb2G0Jfx15fHF7kuq+Tm9379yqaqe/zx+6Q2etnJx+Dx13fj9Z0t6OnPYO6kKtSUWXMUVb+tGnvZ2CD323y7Zvff39oDTdPsPpnvt1gdqSrR8cra9Rg/9Vg0dqRc7UweGwDgtZ3Ndr/Y1tOPA63OmCv3/6q6yfenp0yvhWGY+O26/ejuz2DJtFpXX+bVx8jzEbm/YOVg5/J9D5tDnDpzjOc4tXhqLebUV6Klu99VX/mx2jBNWyY1pUWoKY1h1+Z38PlLV6A4WaRsX/x7YHJs4OoX39erxtWw9XegqMZUeQ6Rz9xeNbdrbO9DbyqDeZOrccr0WrzX2Im9rc7cf9WqVWiunYN9bX3KuXsYOcv6gKq88jPnOs4MJ3LRPUnxJpQM9mTmaIHkWhhIrtFC8iwMJNfoIZlGC8mzMJBco4dkGj0k0/zIRfckV3OCIAiCIAiCIAiCKCCkeBMEQRAEQRAEQRBEASHFmyAIgiAIgiAIgiAKCCneBEEQBEEQBEEQBFFASPEmCIIgCIIgCIIgiAJCijdBEARBEARBEARBFBBSvAmCIAiCIAiCIAiigJDiTRAEQRAEQRAEQRAFhBRvgiAIgiAIgiAIgiggpHgTBEEQBEEQBEEQRAEhxZsgCIIgCIIgCIIgCggp3gRBEARBEARBEARRQEjxJgiCIAiCIAiCIIgCQoo3QRAEQRAEQRAEQRSQ+FAXIGpM0wQAtLe3D3FJRjapVArd3d1ob29HIpEY6uKMGkiuhYHkGi0kz8JAco0ekmm0kDwLA8k1ekim0UMyzQ+mczId1I9Rp3h3dHQAAKZMmTLEJSEIgiAIgiAIgiBGOx0dHaiqqvI9RjPDqOcjCMMwcODAAVRUVEDTtKEuzoilvb0dU6ZMwd69e1FZWTnUxRk1kFwLA8k1WkiehYHkGj0k02gheRYGkmv0kEyjh2SaH6ZpoqOjAxMnToSu++/iHnUWb13XMXny5KEuxqihsrKSGl8BILkWBpJrtJA8CwPJNXpIptFC8iwMJNfoIZlGD8k0d4Is3QwKrkYQBEEQBEEQBEEQBYQUb4IgCIIgCIIgCIIoIKR4E0qSySRuvfVWJJPJoS7KqILkWhhIrtFC8iwMJNfoIZlGC8mzMJBco4dkGj0k08Iz6oKrEQRBEARBEARBEMRwgizeBEEQBEEQBEEQBFFASPEmCIIgCIIgCIIgiAJCijdBEARBEARBEARBFBBSvAmCIAiCIAiCIAiigJDiTUQGxekrHCRbYjhD9bNwkGyJ4QzVz8JC8iWI0QUp3kQkbN68GXfeeSfS6fRQF2VUYRgGAGfwZX8TA4PkGB3U9gsDtf3CQbKMBmr7hYPaf2GghYxoee+99/DII48gk8kMdVFGDKR4EwNm3bp1mDdvHkpKShCPxwFQ5xYFW7ZswQ033IBPf/rTuPnmm9HU1ARd12kAHgC7du3CunXrSI4RQW2/MFDbLwzU/qOD2n7hoPYfPfv27cPWrVuhaRrV04hYt24djj/+eHR1dSEWiwGgPiAMpHgTA2Ljxo1YtmwZbrzxRnzpS1+yv9c0DQCt0ubLjh07cOaZZ0LXdei6jvXr1+Piiy9GW1sbdJ2abb489dRTWLlyJTZt2kQTmQFCbb8wUNsvHNT+o4HafuGg9l8YHnnkEfzzP/8zduzYQcp3BLzzzjtYvnw5brrpJnzmM5+xv6c+IBjNpNpH5Ekmk8HHP/5xtLa24m9/+xvS6TRuueUWZDIZTJs2DZdddhlqa2thGAYNGDly7733Ys2aNfjlL38J0zTxxhtv4Otf/zo+/elP48orrySZ5sm9996Lm2++GZMnT8ajjz6KJUuWkCzzgNp+4aC2Xzio/Q8cavuFhdp/Ybjxxhvx0EMPYfHixfj+97+PE044AaZp2ooiEZ50Oo1FixahpqYGL7zwAjKZDL773e+iv78fCxcuxPLly1FRUUF11QOSCJE3sVgM3/jGN7B79248/fTTOP3007F69Wq8++67WLVqFc4++2wcOnQIuq7T6mKO6LqOxsZGdHR0QNM0LFmyBBUVFfjLX/5i/06Eh62+JhIJXH755bj00ktx+eWXY+3atWT5ygNq+4WD2n70UPuPDmr7hYXaf7Swtl1VVYUVK1Zg7ty5+NKXvoTNmzeT5TtP4vE4vvOd76C/vx8vvfQSli5diqeffhpPPfUU7rvvPvzTP/0TWlpaqK56QFIhcoYP+nHyySfjG9/4Bm688UbEYjG8+OKLeOqpp/DjH/8YU6ZMwbXXXove3l5aVQwBP/mbOXMmtm/fjnfeecf+rrGxEatWrcL69euHongjEiZTNgDMnz8fK1aswI033oiLLrqIJt85Qm2/MFDbLwzU/qOD2n7hoPZfOFjbP+GEE3DllVfiuuuuw6xZs3DDDTeQ8j0AzjrrLHz0ox/FDTfcgOrqavztb3/Dq6++iq9//evo6+vDN7/5TQq45kF8qAtAjCw2bdqEBx98EIlEAqeeeiqWLVuGyy+/HL///e8xZcoUpNNpxONxTJ06FZdddhnuuOMONDU1YfLkyUNd9GENk2s8HscZZ5yBFStW4Nprr8UnPvEJnHfeedi8eTMWL16MtrY2vPfee5g3b95QF3nYI9fVxYsX47TTTrPdn772ta9B0zRcfvnleOyxx8jtNABq+4WB2n5hoPYfHdT2Cwe1/+jZvHkznnrqKfT29uKCCy7A1KlTceGFF9qu5ddccw0eeugh3HDDDbj33nsxZ84cavsB8DK98MILMWvWLHzqU5/CE088gWXLlsEwDCQSCZxxxhlYs2YNnnzySfT19aG0tHSoiz7soFpGhKa5uRnnnnsuysvLUVxcjLfffhuf/OQn0dzcjHvuuQf/9m//Zkc3BYCpU6eir68PqVRqCEs9/OHlWlJSgjVr1uCcc87BddddhyeffBKLFy/GNddcgwceeACf/OQn8ctf/hLpdJosND6o6upll12GzZs32y6QY8aMwde+9jVcfPHFuPLKK7F69WoaeD2gtl8YqO0XBmr/0UFtv3BQ+4+eQ4cO4YwzzsCRI0ewZ88ePP7447jhhhvsoGqA5flyzTXXYNasWfjqV7+K9evXU9v3QZbpo48+iuuvvx41NTW49957cc011wjyO+mkk9De3o6urq4hLPUwxiSIkOzcudOcP3++2dDQYJqmaRqGYd51113muHHjzHfeecc0TdN8++23zffee8985513zC9/+cvmSSedZLa0tAxlsYc9Krneeeed5vjx483169cLx/7ud78z58+fPxTFHFGoZHr33XebdXV15rp16+zvTNM0m5qazOuvv95ctGiR2dPTY39POFDbLwzU9gsDtf/ooLZfOKj9R8+bb75pLly40Ozr6zNN0zR37dpl3nHHHeaSJUvMLVu2CMeuW7fO/Md//EfzE5/4hNnX10dt3wOVTG+77TZz6dKl5nvvvWeapiXL5uZmc+/eveYXv/hFc+nSpWZHR8dQFnvYQoo3EZqGhgazvLzc/NnPfiZ8f/fdd5vl5eXmli1bzEceecScO3euuWDBAnP69OnmW2+9NUSlHTl4yfU73/mOWVFRYW7YsMH+rrW11TzzzDPNffv2DXYxRxR+dbWiosI1qWlubjYPHTo0mEUcUVDbLwzU9gsDtf/ooLZfOKj9R8+WLVvMsrIy86mnnrK/6+npMb/5zW+a8+bNsxVFxoYNG+yFD0JNkEy3b99u3nvvvebEiRPNU045xayvrzfffvvtoSvwMIcUbyIUmUzGNE3T/OpXv2qef/755ptvvin8fvvtt5sLFy40u7u7zd27d5s7duygziwEQXJlHdv+/ftN07RWxLu6uga9nCOJsDKlCUw4qO0XBmr7hYHaf3RQ2y8c1P4LQ2dnp/n3f//35mc/+1lz165d9vf9/f3mTTfdZF544YVmU1PTEJZw5BEk04svvtg0DMN84403zHXr1pl79+4dwtIOf2hTA5ETF110EXRdx29/+1ts27YNgBXl9JprrkFFRQWeeeYZHHPMMZg+fTomTJgwxKUdOXjJ9eqrr8bYsWPx+uuvAwA0TaNgFSEJkunatWuHuIQjC2r7hYHafmGg9h8d1PYLB7X/6DBNE2VlZbjkkkuwdu1a/PGPf0RraysAK5XghRdeiJaWFmzfvn2ISzpyCCPTAwcO4K233sKiRYtw0kknUVDFAEjxJgLhoz2yXIgbNmzAww8/jNdeew2apqG+vh6pVAqvvfbaEJd25BBWrj09PTRJDAnJNFqo7RcGqqeFgeQaHdT2CwfV0+gxDMMOnnbKKafgqquuwsMPP4zHHnsM77//vv19W1sbXnnllaEs6oghrEw7Ozvx4osvDmVRRxSUTozwhR8g7rjjDjzwwAPYsmULjj32WDzxxBO46aabMH/+fFRXV2PLli245ZZbhrjEIwOSa/SQTKOF5FkYSK6FgeQaHSTLwkGyjR5eprfffjseeugh7N69GxUVFXj88cexZs0azJ07FyUlJdi9ezcWLlw4xCUe/uQq00WLFg1xiUcQQ+XjTgx/2B4k0zTNu+66y6yvrzf/8pe/2N/t2rXL/OMf/2ieddZZ5tlnn23+7Gc/M3t7e4eiqCMKkmv0pNNp+zPJdOCQPAsDybUwpFIp+zPJdWCQLAsHyTZ65PnUxIkTzVWrVtnfvfHGG+ZPf/pTc+HCheYpp5xi3n///XZ0bkINybSwkOJNuOAbnWlaETbHjx9v/vWvfzVN03SlXEilUsKAQqghuUZHU1OT2dTU5IpETDLND5JnYSC5FoZt27aZr732mitCMck1d0iWhYNkGz179uwxn3/+eZd87r77bnPcuHG2TOX5Vm9vr9nd3T1o5RxJkEwHF1K8CdM0TXPHjh3md7/7Xftv1sDuu+8+s66uzm54RG6QXKPn7bffNo899lhz3rx55qmnnmqvxP7oRz8imeYBybMwkFwLwy9+8Qtz3Lhx5sknn2zOnj3bluuPf/xjkmuOkCwLB8m2MNx1111mbW2t+eyzz9reAN/+9rfN8vJy8/nnn1eeQ/m5/SGZDi6aaZrmULu7E0PPunXrsHDhQnzve9/DDTfcYH//3HPPoaSkBKeeeurQFW4EQ3KNlsbGRpx00kn47Gc/iwULFuCFF17AmjVr8Jvf/AabN29GMpkkmeYAybMwkFwLw+7du7FgwQI8+OCD+OAHP4iHHnoImzdvxuOPP45nnnkGZWVlOO2004a6mCMCkmXhINkWjm3btuHEE0/Ehz70IXz1q1/FRz7yEfzhD39ASUkJzjrrrKEu3oiEZDq4UHA1AoAVSGHixIn4+te/jqamJnzrW98CAGp0A4TkGi379+/HxIkTcdNNNyGRSGDKlCl4+eWXsWnTJnz4wx8e6uKNOEiehYHkWhgaGhpw3HHH4ZJLLgEALF68GKtXr0Z7ezsWL16M2tpaOxIvi8ZLqCFZFg6SbeEYP348Zs6cid7eXnz/+99HJpPBypUr7UBgRO6QTAcXkioBADhy5AgWL16MP//5z7j33nuFSJqGYQxhyUY2JNdoqampQVFRkZ3KYv78+Zg+fTp+/vOfAyCZ5grJszCQXAvDjBkzUFZWhvXr1wMAdu3ahVWrVmHZsmU444wz8Mtf/pImiyEhWRYOkm1hSKVSqKysxJIlS3DzzTfjkksuwd13340NGzbgzTffpJRWeUAyHXzI4n2U0tjYiFQqBcMwMGXKFHzoQx9CZ2cnzjrrLPzxj3/EypUrAQDf+ta3oOu6kFqA8IbkGj1MpplMBtOmTcN1112H+vp6W3Ynn3yyPTjwsjRNk6wJCkiehYHkWhiYXNPpNKZOnYof/vCHOOaYY+wJ4x/+8AeUlZVhy5YtuP766zF16lQsW7ZsqIs9LCFZFg6SbfTI86lEIgEAmDZtGn7+85/j0UcfRU9PD6666ips3brVXtgkvCGZDgOGdIc5MSS8/fbb5pQpU8zZs2ebCxcuNB9++GHXMS+99JJZWlpq3nzzzfZ3ckRDQoTkGj28TBcsWGD+9re/tX9jcnv55ZfNOXPmmF1dXaZpmuYdd9xh/v73vx+K4g57SJ6FgeRaGOQ+9Ze//KXwOx/gp6enxzzvvPPM//7v/x7kUo4MSJaFg2QbPbJMH330Ufu33/3ud+YHP/hB0zRN86233jLLy8vN2bNnm3/5y18orZUPJNPhAZnajjKam5tx4YUX4tprr8X999+PCy64AD/5yU+wadMm4bjly5dj1apV+MlPfmIHBSPLrDck1+hRyfTOO+/Ehg0bADhyKykpwcGDB5FMJvH9738f//7v/47x48cPZdGHJSTPwkByLQwquX7ve9/Dxo0b7WM0TUNvby8AoLi4GMlkEv39/UNV5GELybJwkGyjRyXTH/zgB7ZMzznnHIwdOxY//OEP8ZGPfAR33303rrjiCjz44INIpVJDXPrhCcl0GDHUmj8xuGzevNmcN2+e2draapqmaW7ZssVcunSp+Zvf/MY0TXeKgOeee86cNGmS2djYSOkDfCC5Rk+QTJklsbOz01y+fLl55ZVXmslk0nzjjTeGqsjDGpJnYSC5FoYguZqmaR4+fNi86667zE996lPm5z//ebOmpsbctm3bEJV4+EKyLBwk2+gJkmlzc7N54oknmpqmmT/60Y/s85qamoaiuCMCkunwgUxtRxl1dXWoq6vD7t27AQDHH388FixYgEceeQSAGPTHNE18+MMfxrZt2zB27Fjah+gDyTV6gmRqZjMhFhcXY9OmTXjsscewevVqLFq0aMjKPJwheRYGkmthCCNXTdMwf/58xGIxlJWV4aWXXsLMmTOHstjDEpJl4SDZRk+QTGtra/Hd734X9913Hz7/+c/b86va2tohK/Nwh2Q6fCDF+yigvb0d3d3d6Onpwbhx43Dttddi8uTJ9u/z589HS0sLACAWi9nfM4WwpKRkcAs8QiC5Rk8+Mo3FYrj99tuxadMmLFiwYEjKPVwheRYGkmthyEWumqahrq4O55xzDh577DHceeedmDt37lAVfdhBsiwcJNvoyUWmpmni7LPPxmc/+1kAznYeMmKIkEyHJ5rJluOJUcmGDRtw9dVXo66uDlOnTsXSpUtx5ZVXAgAymQxisRg2bNiAT33qU3jttddQWVmJ2267DdOmTcOnP/3poS38MIbkGj35yPTWW2/FnDlzcOmllw5x6YcfJM/CQHItDPn2qccccwz++Z//eYhLP7wgWRYOkm300Hwqekimw5ih8XAnBoO+vj7z7LPPNr/4xS+a77zzjvnCCy+Yxx13nPmVr3xFOG7z5s1mVVWV2d7ebn7ve98zNU0z16xZM0SlHv6QXKOHZBotJM/CQHItDAOR62uvvTZEpR6ekCwLB8k2eqhPjR6S6fCGFO9RTCaTMc8880zz/vvvt787dOiQOXv2bPNf/uVf7O+6urrM5cuXm5deeqlZXFxMQX8CILlGD8k0WkiehYHkWhhIrtFBsiwcJNvoIZlGD8l0eEOK9yiktbXVPHLkiGmapnn99debS5cuFX4/dOiQecIJJ5jXX3+9/d306dPNRCJhvv3224NZ1BEFyTV6SKbRQvIsDCTXwkByjQ6SZeEg2UYPyTR6SKYjA1K8Rxnr1q0zZ82aZS5ZssQ89dRTzccff9y8+OKLzW9+85vCcQcOHDDHjBlj/vCHPzRN0zR/9rOfme+///5QFHlEQHKNHpJptJA8CwPJtTCQXKODZFk4SLbRQzKNHpLpyIGCq40iGhoacOKJJ+K6667DggUL8MQTT+Ctt97CJZdcgt27d+P000/HNddcY0crvO2229DQ0ICf/vSndrAFwg3JNXpIptFC8iwMJNfCQHKNDpJl4SDZRg/JNHpIpiOL+FAXgIiO/fv3Y86cOfj2t78NwMrTd+ONN2Lp0qWora3FX//6V+zevRv/8R//AQDo6enB2rVr0dfXh6KioqEs+rCG5Bo9JNNoIXkWBpJrYSC5RgfJsnCQbKOHZBo9JNORBeXxHkXEYjEcPHgQ27dvBwDMnTsXbW1tePvtt/HlL38ZF1xwAd566y1MnToVF1xwAX784x/juuuuQzKZpFx9PpBco4dkGi0kz8JAci0MJNfoIFkWDpJt9JBMo4dkOrIgV/NRRCaTwa9//WusXLkSFRUV0HUd99xzD9avX4//+Z//sV1KHnroIXR0dGD+/PlYvnw5EonEUBd9WENyjR6SabSQPAsDybUwkFyjg2RZOEi20UMyjR6S6QhjaLeYE1HT398v/P2rX/3KnDVrltne3m6apmk++OCD5uuvvz4URRvRkFyjh2QaLSTPwkByLQwk1+ggWRYOkm30kEyjh2Q6ciBX81GGvII1ZcoUaJqGiooKfO9737PdS4jcILlGD8k0WkiehYHkWhhIrtFBsiwcJNvoIZlGD8l05ECu5qOctrY2nH/++ZgxYwYef/xxvPrqq1i0aNFQF2vEQ3KNHpJptJA8CwPJtTCQXKODZFk4SLbRQzKNHpLp8IUU71HO4cOHMX78eMRiMaxduxbz588f6iKNCkiu0UMyjRaSZ2EguRYGkmt0kCwLB8k2ekim0UMyHb6Q4n0U8IMf/ADnnnsujj/++KEuyqiC5Bo9JNNoIXkWBpJrYSC5RgfJsnCQbKOHZBo9JNPhCSneRwGGYUDXaTt/1JBco4dkGi0kz8JAci0MJNfoIFkWDpJt9JBMo4dkOjwhxZsgCIIgCIIgCIIgCggthRAEQRAEQRAEQRBEASHFmyAIgiAIgiAIgiAKCCneBEEQBEEQBEEQBFFASPEmCIIgCIIgCIIgiAJCijdBEARBEARBEARBFBBSvAmCIAhilPL0009D0zTE43HlP13XcdVVV9nHNzQ0IB6P239fddVVuPnmmwEAs2bNwvTp0zF37lxMnjwZZ5555qA/D0EQBEGMVOLBhxAEQRAEMRKJxWKYOnUqdu3apfz905/+tK1ob9iwARdddBEMw8DcuXMBWIq4ruuYOnUqioqKcP/99+MjH/kIHn74YfzqV78arMcgCIIgiBEPWbwJgiAIYpQSi8UCj2GK9wknnIDVq1ejtLQUGzduxMaNG3HZZZfhc5/7HK666irXtcJcmyAIgiAIC7J4EwRBEMQoRdO0wGOYAq3rOuLxOHp6erB48WIAwJ49e/C5z30O8Xgcmqbh+uuvR0VFBZqbm3HCCScUtOwEQRAEMZogizdBEARBjFLCKN7yMSUlJVizZg3WrFmDT37yk8JxP/rRj7BmzRp84xvfiLysBEEQBDGaIYs3QRAEQYxSNE3D3r17MWbMGOXvnZ2d+MxnPiN819PTg/nz5wOw9nh/4QtfAABkMhnbKq7rtG5PEARBELlAijdBEARBjFI0TcOUKVN8g6vJlJSUYOPGjQCAz3/+8/b3/f39+N///V+sW7cOb7zxRiGKSxAEQRCjFlK8CYIgCGKUYppm6GP6+/uRTqddv2cyGfT29qKjowNPPvmkvQ98+fLlkZeXIAiCIEYrpHgTBEEQxCglF8X7Bz/4AX7+859j5syZtqu5aZro7e1FdXU1Dh48iN27d2PKlCl4+OGH8cQTTxSy6ARBEAQxqqBNWgRBEAQxSjEMI/CYTCYDAPja176Gl156CXPnzsVzzz2HZ599FkuXLsX69esxa9YsjB07FpMnTy50kQmCIAhiVEIWb4IgCIIYpWQymcDgaldeeaX99xe+8AWUlJSgrq4Opmni4MGDuOaaa7Bv3z5ccskloaKkEwRBEAThhhRvgiAIghilZDKZwOBqbF/3k08+iZ07d+KFF14AYAVm+6//+i/ccsstWL16NX72s58BAN544w08/PDDmDJlymA8AkEQBEGMCjQzzAYwgiAIgiBGPX19fUgmk8J37777LtavX2/n9N63bx/uuecefOUrXyHlmyAIgiBCQoo3QRAEQRAEQRAEQRQQCq5GEARBEARBEARBEAWEFG+CIAiCIAiCIAiCKCCkeBMEQRAEQRAEQRBEASHFmyAIgiAIgiAIgiAKCCneBEEQBEEQBEEQBFFASPEmCIIgCIIgCIIgiAJCijdBEARBEARBEARBFBBSvAmCIAiCIAiCIAiigPx/nixVQz0DNsMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 绘制评论数量随时间的变化趋势\n",
    "\n",
    "#将评论时间按每天分组然后算出每天评论数量 \n",
    "sqy_date = sqy.groupby(sqy['评论时间'].dt.date).size()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sqy_date.plot(kind='line', marker='o')\n",
    "plt.title('每天的评论数量')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('评论数量')\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e785d58c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. 评论来源地的分布情况\n",
    "#对评论所在地进行统计\n",
    "sqy_loc = sqy['评论所在地'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "sqy_loc.plot(kind='bar', color='skyblue')\n",
    "plt.title('评论来源地分布情况')\n",
    "plt.xlabel('所在地',)\n",
    "plt.ylabel('评论数量')\n",
    "plt.grid(axis='y')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5d83d77e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from snownlp import SnowNLP\n",
    "#对评论分析的函数 生成范围是【0-1】\n",
    "def get_sentiment_cn(text):\n",
    "    s = SnowNLP(text)\n",
    "    return s.sentiments\n",
    "\n",
    "sqy['情感得分'] = sqy['评论'].apply(get_sentiment_cn)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(sqy['情感得分'], bins=20, color='skyblue')\n",
    "plt.title('评论情感分析')\n",
    "plt.xlabel('情感得分')\n",
    "plt.ylabel('频率')\n",
    "plt.grid(axis='y')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cb449cdb",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import jieba\n",
    "\n",
    "\n",
    "# 读取停用词\n",
    "stopwords_path = '中文停用词词表.txt'\n",
    "with open(stopwords_path, 'r', encoding='utf-8') as file:\n",
    "    stopwords = set(file.read().split())\n",
    "\n",
    "# 5. 使用jieba库进行关键词的提取\n",
    "sqy_keys = ' '.join(sqy['评论'])\n",
    "key_words = jieba.cut(sqy_keys)\n",
    "\n",
    "# 计算关键词词频\n",
    "word_counts = Counter(key_words)\n",
    "key_counts= { }\n",
    "# 移除常见的停用词和单字\n",
    "for word, count in word_counts.items():\n",
    "    if word not in stopwords and len(word) > 1:\n",
    "         key_counts[word]= count\n",
    "\n",
    "# 获取最常见的关键词\n",
    "most_words = Counter(key_counts).most_common(40)\n",
    "\n",
    "# 转换为DataFrame以便绘图\n",
    "word_sqy = pd.DataFrame(most_words, columns=['词语', '频率'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fbdb4c6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_sqy.to_excel('词频.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "29c5cae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
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       "    });\n",
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       "        <div id=\"1812421a74f64b1286907e420134d049\" style=\"width:900px; height:500px;\"></div>\n",
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       "        require(['echarts'], function(echarts) {\n",
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       "                    document.getElementById('1812421a74f64b1286907e420134d049'), 'white', {renderer: 'canvas'});\n",
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       "        \"enabled\": false\n",
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       "        \"#5470c6\",\n",
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       "        \"#fac858\",\n",
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       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
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       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
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       "        {\n",
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       "        \"showContent\": true,\n",
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       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"rotate\": 45\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u732b\\u7237\",\n",
       "                \"\\u54c8\\u54c8\\u54c8\",\n",
       "                \"\\u5c11\\u537f\",\n",
       "                \"\\u6253\\u5361\",\n",
       "                \"\\u5927\\u54ed\",\n",
       "                \"\\u5c91\\u5c91\",\n",
       "                \"\\u5c11\\u5e74\\u6e38\",\n",
       "                \"\\u70e7\\u9e21\",\n",
       "                \"\\u559c\\u6b22\",\n",
       "                \"\\u5927\\u7406\\u5bfa\",\n",
       "                \"\\u70b8\\u9c7c\",\n",
       "                \"\\u597d\\u542c\",\n",
       "                \"\\u6d41\\u6cea\",\n",
       "                \"\\u554a\\u554a\\u554a\",\n",
       "                \"\\u4e0d\\u662f\",\n",
       "                \"\\u771f\\u7684\",\n",
       "                \"\\u6f2b\\u753b\",\n",
       "                \"\\u9648\\u62fe\",\n",
       "                \"\\u7b2c\\u4e8c\\u5b63\",\n",
       "                \"\\u545c\\u545c\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u8bc4\\u8bba\\u4e2d\\u6700\\u5e38\\u89c1\\u768420\\u4e2a\\u8bcd\\u8bed\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_1812421a74f64b1286907e420134d049.setOption(option_1812421a74f64b1286907e420134d049);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x15630f75df0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Bar, Pie, WordCloud\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 关键词柱状图\n",
    "bar_keywords = Bar()\n",
    "#横坐标显示的内容\n",
    "bar_keywords.add_xaxis(word_sqy['词语'].tolist())\n",
    "#纵坐标显示的内容\n",
    "bar_keywords.add_yaxis(\"频率\", word_sqy['频率'].tolist())\n",
    "#pyechars的全局配置项\n",
    "bar_keywords.set_global_opts(title_opts=opts.TitleOpts(title=\"评论中最常见的20个词语\"),\n",
    "                             xaxis_opts=opts.AxisOpts(axislabel_opts={\"rotate\": 45}))\n",
    "#在jupyternotebook中显示结果\n",
    "bar_keywords.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "befe15ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ab4cc76410134352ace28d56dc7cb587\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_ab4cc76410134352ace28d56dc7cb587 = echarts.init(\n",
       "                    document.getElementById('ab4cc76410134352ace28d56dc7cb587'), 'white', {renderer: 'canvas'});\n",
       "                var option_ab4cc76410134352ace28d56dc7cb587 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"circle\",\n",
       "            \"rotationRange\": [\n",
       "                -90,\n",
       "                90\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                20,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u732b\\u7237\",\n",
       "                    \"value\": 147,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(19,129,20)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u54c8\\u54c8\",\n",
       "                    \"value\": 125,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(65,64,79)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c11\\u537f\",\n",
       "                    \"value\": 119,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,55,79)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6253\\u5361\",\n",
       "                    \"value\": 117,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(134,53,152)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u54ed\",\n",
       "                    \"value\": 109,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,19,104)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c91\\u5c91\",\n",
       "                    \"value\": 104,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(59,94,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c11\\u5e74\\u6e38\",\n",
       "                    \"value\": 101,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(50,35,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u70e7\\u9e21\",\n",
       "                    \"value\": 76,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(37,27,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u559c\\u6b22\",\n",
       "                    \"value\": 76,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(125,82,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u7406\\u5bfa\",\n",
       "                    \"value\": 75,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(148,90,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u70b8\\u9c7c\",\n",
       "                    \"value\": 68,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(51,8,120)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u597d\\u542c\",\n",
       "                    \"value\": 67,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(44,88,31)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d41\\u6cea\",\n",
       "                    \"value\": 65,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(33,93,38)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u554a\\u554a\\u554a\",\n",
       "                    \"value\": 59,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(88,20,130)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e0d\\u662f\",\n",
       "                    \"value\": 59,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(4,114,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u771f\\u7684\",\n",
       "                    \"value\": 57,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(82,126,52)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f2b\\u753b\",\n",
       "                    \"value\": 56,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(15,40,20)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9648\\u62fe\",\n",
       "                    \"value\": 56,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(67,99,36)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b2c\\u4e8c\\u5b63\",\n",
       "                    \"value\": 55,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(95,131,108)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u545c\\u545c\",\n",
       "                    \"value\": 51,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(67,63,77)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9b4f\\u6668\",\n",
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       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(111,20,111)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eca\\u65e5\",\n",
       "                    \"value\": 45,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(15,65,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e00\\u4e2a\",\n",
       "                    \"value\": 44,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,28,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 44,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(72,122,104)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u52a8\\u6f2b\",\n",
       "                    \"value\": 43,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(41,60,67)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6342\\u8138\",\n",
       "                    \"value\": 43,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(101,95,58)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u611f\\u89c9\",\n",
       "                    \"value\": 42,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(159,74,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9996\\u6b4c\",\n",
       "                    \"value\": 41,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(118,149,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77e5\\u9053\",\n",
       "                    \"value\": 40,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(105,61,142)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u7b11\",\n",
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       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(3,86,31)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u59dc\\u849c\",\n",
       "                    \"value\": 37,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(127,64,25)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7231\\u5fc3\",\n",
       "                    \"value\": 36,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,8,138)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u559d\\u96ea\\u78a7\",\n",
       "                    \"value\": 35,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(83,41,13)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53d1\\u73b0\",\n",
       "                    \"value\": 35,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(117,71,59)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e5\\u5fd7\",\n",
       "                    \"value\": 33,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(126,149,53)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u871c\\u6a58\",\n",
       "                    \"value\": 32,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,97,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ca4\\u9c7c\",\n",
       "                    \"value\": 32,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(62,130,122)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u54c8\\u54c8\\u54c8\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(9,127,113)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ca1\\u6709\",\n",
       "                    \"value\": 29,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,16,6)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u597d\\u50cf\",\n",
       "                    \"value\": 27,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,123,109)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5173\\u952e\\u8bcd\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ab4cc76410134352ace28d56dc7cb587.setOption(option_ab4cc76410134352ace28d56dc7cb587);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f70f03bf10>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#词云图\n",
    "sqy_wordcloud = WordCloud()\n",
    "#为使词云图丰富，选择评论数量最多的前40个关键词\n",
    "most_words = Counter(key_counts).most_common(40)\n",
    "sqy_wordcloud.add(\"\", most_words, word_size_range=[20, 100])\n",
    "sqy_wordcloud.set_global_opts(title_opts=opts.TitleOpts(title=\"关键词词云图\"))\n",
    "sqy_wordcloud.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "48b44bb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"3ecf81f1c2b94bc1939977df0727b639\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_3ecf81f1c2b94bc1939977df0727b639 = echarts.init(\n",
       "                    document.getElementById('3ecf81f1c2b94bc1939977df0727b639'), 'white', {renderer: 'canvas'});\n",
       "                var option_3ecf81f1c2b94bc1939977df0727b639 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u732b\\u7237\",\n",
       "                    \"value\": 147\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u54c8\\u54c8\",\n",
       "                    \"value\": 125\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c11\\u537f\",\n",
       "                    \"value\": 119\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6253\\u5361\",\n",
       "                    \"value\": 117\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u54ed\",\n",
       "                    \"value\": 109\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c91\\u5c91\",\n",
       "                    \"value\": 104\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c11\\u5e74\\u6e38\",\n",
       "                    \"value\": 101\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u70e7\\u9e21\",\n",
       "                    \"value\": 76\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u559c\\u6b22\",\n",
       "                    \"value\": 76\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u7406\\u5bfa\",\n",
       "                    \"value\": 75\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u70b8\\u9c7c\",\n",
       "                    \"value\": 68\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u597d\\u542c\",\n",
       "                    \"value\": 67\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d41\\u6cea\",\n",
       "                    \"value\": 65\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u554a\\u554a\\u554a\",\n",
       "                    \"value\": 59\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e0d\\u662f\",\n",
       "                    \"value\": 59\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u771f\\u7684\",\n",
       "                    \"value\": 57\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f2b\\u753b\",\n",
       "                    \"value\": 56\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9648\\u62fe\",\n",
       "                    \"value\": 56\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b2c\\u4e8c\\u5b63\",\n",
       "                    \"value\": 55\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u545c\\u545c\",\n",
       "                    \"value\": 51\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u732b\\u7237\",\n",
       "                \"\\u54c8\\u54c8\\u54c8\",\n",
       "                \"\\u5c11\\u537f\",\n",
       "                \"\\u6253\\u5361\",\n",
       "                \"\\u5927\\u54ed\",\n",
       "                \"\\u5c91\\u5c91\",\n",
       "                \"\\u5c11\\u5e74\\u6e38\",\n",
       "                \"\\u70e7\\u9e21\",\n",
       "                \"\\u559c\\u6b22\",\n",
       "                \"\\u5927\\u7406\\u5bfa\",\n",
       "                \"\\u70b8\\u9c7c\",\n",
       "                \"\\u597d\\u542c\",\n",
       "                \"\\u6d41\\u6cea\",\n",
       "                \"\\u554a\\u554a\\u554a\",\n",
       "                \"\\u4e0d\\u662f\",\n",
       "                \"\\u771f\\u7684\",\n",
       "                \"\\u6f2b\\u753b\",\n",
       "                \"\\u9648\\u62fe\",\n",
       "                \"\\u7b2c\\u4e8c\\u5b63\",\n",
       "                \"\\u545c\\u545c\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5173\\u952e\\u8bcd\\u997c\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"top\": \"45px\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_3ecf81f1c2b94bc1939977df0727b639.setOption(option_3ecf81f1c2b94bc1939977df0727b639);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f70f124f70>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#饼状图\n",
    "pie_keywords = Pie()\n",
    "pie_keywords.add(\"\", [list(z) for z in zip(word_sqy['词语'].tolist(),word_sqy['频率'].tolist())])\n",
    "pie_keywords.set_global_opts(title_opts=opts.TitleOpts(title=\"关键词饼图\",pos_top='45px'))\n",
    "pie_keywords.set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "pie_keywords.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6695bba9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "xu",
   "language": "python",
   "name": "xu"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
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